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
[80-90)
8
40
0
13
0
0
0
InternalMedicine
Respiratory
Other
Digestive
no
no
yes
yes
yes
[40-50)
2
6
0
13
0
0
0
Missing
Respiratory
Diabetes
Other
no
no
no
yes
no
[80-90)
2
54
0
11
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
normal
no
yes
no
[80-90)
11
51
2
34
0
5
0
Missing
Other
Other
Circulatory
no
normal
yes
yes
yes
[70-80)
2
53
4
14
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[50-60)
3
36
2
15
0
1
0
Missing
Musculoskeletal
Circulatory
Injury
no
no
yes
yes
no
[60-70)
3
22
3
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
6
32
1
19
0
0
0
Surgery
Musculoskeletal
Respiratory
Musculoskeletal
no
normal
yes
yes
no
[50-60)
3
71
2
18
2
0
1
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
3
32
6
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
2
64
4
13
0
0
0
Missing
Circulatory
Other
Respiratory
no
high
yes
yes
yes
[40-50)
7
79
6
29
0
0
0
Cardiology
Circulatory
Other
Injury
no
high
yes
yes
yes
[60-70)
5
43
3
11
0
0
0
Missing
Injury
Diabetes
Circulatory
no
no
no
no
yes
[60-70)
1
36
1
24
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[80-90)
3
18
0
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
4
38
3
14
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
5
47
0
17
0
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[90-100)
4
1
1
18
3
0
1
Missing
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[60-70)
10
77
2
21
0
0
0
InternalMedicine
Circulatory
Other
Other
no
high
yes
yes
no
[80-90)
12
3
5
9
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
no
no
[50-60)
2
28
0
5
0
0
0
Missing
Other
Digestive
Circulatory
no
no
yes
yes
no
[40-50)
1
57
3
12
0
0
0
Missing
Injury
Injury
Diabetes
no
no
no
yes
yes
[50-60)
9
52
1
18
0
0
0
Missing
Other
Respiratory
Diabetes
no
normal
yes
yes
yes
[70-80)
4
80
0
13
1
1
0
Missing
Circulatory
Circulatory
Respiratory
no
high
yes
yes
yes
[80-90)
2
13
0
15
1
1
1
Missing
Circulatory
Other
Diabetes
normal
no
no
no
yes
[60-70)
3
69
0
12
0
0
0
InternalMedicine
Respiratory
Diabetes
Respiratory
high
high
no
no
no
[60-70)
6
77
0
13
0
1
0
InternalMedicine
Musculoskeletal
Other
Musculoskeletal
no
no
yes
yes
yes
[60-70)
6
18
3
24
4
0
0
Missing
Circulatory
Diabetes
Respiratory
high
no
yes
yes
no
[70-80)
1
14
0
8
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
4
9
0
15
0
0
0
Other
Other
Other
Respiratory
no
no
yes
yes
no
[90-100)
10
50
0
22
0
1
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
no
no
no
[60-70)
2
62
0
6
0
0
0
Missing
Digestive
Digestive
Circulatory
no
normal
no
yes
no
[50-60)
2
3
1
20
0
0
0
Other
Injury
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
5
36
0
17
2
0
0
Family/GeneralPractice
Circulatory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
8
65
3
23
0
0
0
Cardiology
Circulatory
Musculoskeletal
Other
no
no
yes
yes
yes
[80-90)
3
17
1
13
0
0
0
Family/GeneralPractice
Digestive
Other
Musculoskeletal
high
no
yes
yes
no
[70-80)
7
77
2
22
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
yes
yes
yes
[60-70)
1
12
6
15
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
7
69
2
27
0
0
0
Missing
Digestive
Other
Circulatory
no
normal
no
no
no
[70-80)
3
49
0
17
0
8
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[80-90)
4
43
1
8
0
1
0
InternalMedicine
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[80-90)
2
60
0
5
0
0
0
Other
Other
Other
Other
no
no
no
no
yes
[70-80)
3
51
0
14
0
0
0
InternalMedicine
Other
Digestive
Other
no
normal
no
no
no
[60-70)
8
56
2
34
1
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[60-70)
2
75
0
24
0
2
0
InternalMedicine
Circulatory
Diabetes
Other
no
high
yes
yes
no
[60-70)
1
51
0
10
0
2
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
4
61
1
12
0
2
0
Missing
Other
Diabetes
Digestive
no
no
yes
yes
yes
[80-90)
9
83
0
5
0
1
0
InternalMedicine
Other
Other
Other
no
no
no
no
yes
[80-90)
2
39
1
19
0
2
0
Missing
Musculoskeletal
Other
Other
no
no
no
no
no
[60-70)
5
71
3
15
0
0
0
Emergency/Trauma
Other
Other
Digestive
no
no
no
yes
yes
[60-70)
5
56
0
15
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
3
29
2
4
0
0
0
Missing
Injury
Circulatory
Other
no
no
no
no
no
[50-60)
2
51
0
10
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
no
[40-50)
1
25
1
15
0
3
0
Missing
Respiratory
Respiratory
Musculoskeletal
normal
no
no
yes
yes
[70-80)
5
43
0
12
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
5
40
2
18
0
0
0
Other
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[40-50)
3
30
0
13
0
1
1
Emergency/Trauma
Diabetes
Other
Circulatory
no
no
yes
yes
no
[90-100)
2
44
1
7
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
no
yes
[80-90)
9
38
1
15
0
0
0
Missing
Diabetes
Circulatory
Other
no
normal
no
yes
yes
[60-70)
1
13
2
8
0
0
0
Surgery
Musculoskeletal
Musculoskeletal
Diabetes
no
no
yes
yes
no
[60-70)
8
17
1
10
0
1
0
Other
Other
Other
Other
no
no
yes
yes
yes
[40-50)
2
42
1
17
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
yes
[60-70)
13
42
0
17
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[50-60)
10
81
3
26
0
1
0
Missing
Diabetes
Other
Circulatory
no
high
yes
yes
yes
[70-80)
3
66
1
11
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[80-90)
2
60
6
27
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
3
45
0
18
0
0
0
Other
Other
Other
Circulatory
no
no
no
yes
yes
[60-70)
2
61
6
20
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
4
39
1
21
0
0
0
Surgery
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
4
57
0
18
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
no
no
no
no
[40-50)
6
60
0
6
0
0
0
Other
Other
Other
Other
no
normal
no
yes
no
[60-70)
4
45
3
13
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
7
76
4
16
0
0
0
Missing
Digestive
Circulatory
Other
no
high
yes
yes
yes
[80-90)
5
59
0
18
0
2
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
3
32
6
16
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
6
52
1
18
0
1
0
Other
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
8
44
2
23
0
0
0
Missing
Injury
Respiratory
Circulatory
no
no
no
yes
no
[50-60)
7
55
0
11
0
0
0
InternalMedicine
Respiratory
Musculoskeletal
Respiratory
normal
no
no
no
no
[50-60)
4
24
0
16
0
1
0
Missing
Injury
Other
Diabetes
no
no
no
no
yes
[60-70)
3
9
4
22
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[80-90)
6
20
1
24
1
0
2
Missing
Circulatory
Respiratory
Other
high
no
yes
yes
no
[60-70)
8
53
1
18
0
0
0
Family/GeneralPractice
Other
Other
Other
no
high
yes
yes
yes
[70-80)
2
3
1
4
3
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
7
57
2
26
0
1
0
Emergency/Trauma
Diabetes
Circulatory
Circulatory
no
high
yes
yes
yes
[80-90)
5
68
1
23
0
2
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[40-50)
6
85
5
26
0
4
3
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[60-70)
1
41
0
2
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
no
yes
[60-70)
1
29
5
15
0
0
0
Other
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
2
33
2
17
1
1
0
Missing
Other
Digestive
Circulatory
no
no
no
no
no
[70-80)
10
81
5
32
0
3
3
Emergency/Trauma
Diabetes
Respiratory
Other
no
no
yes
yes
yes
[70-80)
4
54
0
13
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
14
94
6
40
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
1
45
0
9
1
2
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
3
71
1
18
0
1
0
InternalMedicine
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[80-90)
3
51
0
5
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[60-70)
4
47
0
7
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[90-100)
3
1
1
8
0
1
1
InternalMedicine
Other
Other
Musculoskeletal
no
no
yes
yes
no
[70-80)
1
26
6
8
0
0
0
Other
Circulatory
Other
Circulatory
no
no
no
no
no
[50-60)
5
20
1
19
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[40-50)
2
21
1
17
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
no