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
54
1
26
0
0
0
Surgery
Other
Respiratory
Musculoskeletal
no
no
no
yes
no
[40-50)
6
50
0
20
0
0
1
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[60-70)
3
33
1
28
1
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
4
48
0
18
0
1
0
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[70-80)
5
9
1
10
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
3
11
1
8
0
0
0
Missing
Other
Injury
Diabetes
no
no
yes
yes
no
[40-50)
2
63
0
19
0
4
0
InternalMedicine
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
11
55
3
8
0
1
0
Missing
Other
Other
Injury
no
no
yes
yes
yes
[60-70)
6
45
0
10
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[80-90)
2
45
3
8
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[50-60)
7
63
0
18
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[80-90)
3
54
0
11
0
1
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
4
23
1
10
0
0
0
Family/GeneralPractice
Other
Respiratory
Diabetes
no
no
no
no
no
[60-70)
13
73
2
50
0
0
0
Missing
Circulatory
Other
Respiratory
no
no
yes
yes
no
[70-80)
3
42
0
14
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
3
41
0
10
0
0
0
Missing
Digestive
Digestive
Other
no
no
no
no
no
[50-60)
5
50
0
11
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[70-80)
2
29
0
8
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
1
44
0
12
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[40-50)
7
67
0
11
0
2
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[90-100)
12
71
2
22
0
0
0
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[70-80)
5
68
0
10
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
no
yes
no
[80-90)
2
46
0
9
0
0
0
InternalMedicine
Diabetes
Respiratory
Circulatory
no
normal
no
no
no
[60-70)
3
40
1
29
0
0
0
Emergency/Trauma
Injury
Missing
Diabetes
no
high
yes
yes
no
[40-50)
4
40
0
4
0
0
0
Other
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[40-50)
2
5
3
17
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
no
[70-80)
4
44
1
10
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
14
35
1
35
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
yes
yes
no
[70-80)
5
51
4
10
0
2
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
yes
[50-60)
3
12
5
12
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[60-70)
8
54
0
13
0
2
0
Missing
Other
Diabetes
Circulatory
no
no
no
no
no
[60-70)
3
45
0
20
0
0
0
Missing
Other
Other
Circulatory
no
high
no
yes
no
[60-70)
3
55
4
25
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
5
42
3
14
0
0
0
Missing
Digestive
Digestive
Digestive
no
no
no
no
no
[80-90)
5
17
0
16
0
0
1
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
high
no
no
yes
no
[50-60)
4
56
0
9
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
yes
no
[50-60)
1
34
0
5
0
1
0
Emergency/Trauma
Respiratory
Diabetes
Other
no
no
no
no
no
[50-60)
1
31
3
20
0
0
0
Surgery
Other
Other
Diabetes
no
no
no
no
yes
[80-90)
4
19
1
22
0
0
0
Missing
Injury
Other
Other
high
no
no
yes
yes
[40-50)
3
54
0
8
0
0
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
no
yes
yes
no
[50-60)
5
39
1
29
0
0
0
Surgery
Digestive
Other
Diabetes
no
no
no
no
yes
[90-100)
8
55
1
15
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
1
29
5
14
0
0
0
Cardiology
Circulatory
Diabetes
Other
no
no
yes
yes
no
[60-70)
3
52
3
10
0
0
0
Missing
Respiratory
Circulatory
Digestive
no
high
no
yes
no
[70-80)
4
42
3
16
0
0
0
Emergency/Trauma
Digestive
Digestive
Digestive
no
no
no
no
yes
[70-80)
1
35
0
7
0
0
0
Emergency/Trauma
Respiratory
Digestive
Circulatory
no
no
no
yes
no
[40-50)
1
34
0
10
0
0
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
no
yes
yes
no
[60-70)
2
28
0
13
0
0
0
Missing
Circulatory
Circulatory
Other
normal
no
yes
yes
yes
[80-90)
7
52
3
22
0
0
0
Surgery
Other
Other
Injury
no
no
no
yes
no
[70-80)
4
64
2
7
0
1
0
Missing
Other
Other
Respiratory
no
no
yes
yes
yes
[40-50)
7
55
0
22
0
0
0
Missing
Respiratory
Musculoskeletal
Other
no
normal
yes
yes
yes
[40-50)
5
53
0
16
0
0
0
Other
Digestive
Other
Other
no
normal
no
yes
no
[80-90)
4
37
0
8
0
2
1
Missing
Respiratory
Circulatory
Other
no
no
no
no
no
[70-80)
4
53
1
19
2
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
high
yes
yes
yes
[70-80)
5
55
6
28
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
3
43
4
27
0
0
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
4
41
2
13
0
0
0
Family/GeneralPractice
Other
Digestive
Other
no
no
no
no
no
[80-90)
4
35
0
13
0
0
0
Missing
Other
Circulatory
Other
no
no
no
no
no
[70-80)
1
69
0
14
1
2
0
Missing
Circulatory
Other
Other
no
no
no
no
yes
[70-80)
7
64
3
21
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
2
11
3
12
0
1
0
Missing
Injury
Injury
Diabetes
no
no
no
no
no
[70-80)
4
48
2
18
0
1
0
Missing
Injury
Musculoskeletal
Diabetes
no
no
yes
yes
no
[70-80)
1
12
0
13
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
4
1
0
5
0
0
0
Missing
Respiratory
Other
Other
no
no
no
no
no
[60-70)
1
1
5
14
0
0
0
Other
Musculoskeletal
Musculoskeletal
Diabetes
no
no
no
yes
no
[50-60)
1
48
2
18
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
5
63
0
16
0
1
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[80-90)
5
29
0
16
0
0
0
Missing
Injury
Circulatory
Respiratory
no
no
yes
yes
no
[60-70)
10
38
0
13
0
1
0
InternalMedicine
Circulatory
Other
Other
no
no
no
no
no
[40-50)
8
56
2
23
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Digestive
no
no
yes
yes
yes
[50-60)
3
49
0
8
0
0
0
Missing
Circulatory
Other
Diabetes
no
high
no
no
no
[60-70)
9
75
1
31
0
0
1
Emergency/Trauma
Respiratory
Circulatory
Other
no
high
yes
yes
yes
[40-50)
2
52
0
12
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
no
[50-60)
2
73
3
28
0
1
0
InternalMedicine
Digestive
Other
Circulatory
no
high
yes
yes
no
[60-70)
10
53
1
19
0
0
0
InternalMedicine
Digestive
Diabetes
Other
no
high
yes
yes
no
[80-90)
4
61
0
9
0
0
0
InternalMedicine
Other
Other
Circulatory
high
no
no
yes
no
[80-90)
9
2
0
16
0
4
0
Missing
Other
Circulatory
Other
no
no
yes
yes
yes
[40-50)
6
42
2
17
0
4
0
Other
Respiratory
Circulatory
Respiratory
no
no
no
yes
no
[70-80)
12
79
3
26
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
no
[60-70)
2
39
6
15
1
1
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[70-80)
4
51
1
22
0
1
0
Missing
Musculoskeletal
Respiratory
Other
no
no
no
no
yes
[60-70)
3
50
0
6
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
6
1
1
15
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
yes
yes
[70-80)
1
30
3
11
1
0
0
Cardiology
Circulatory
Injury
Other
no
no
no
yes
no
[80-90)
3
27
0
14
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
3
21
2
21
0
1
0
Other
Injury
Diabetes
Other
no
no
yes
yes
no
[70-80)
1
24
6
15
0
0
0
Other
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[80-90)
1
49
0
9
0
0
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
no
[40-50)
4
72
1
12
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
normal
no
no
no
[50-60)
3
67
0
17
0
1
0
Missing
Other
Diabetes
Circulatory
no
normal
no
yes
no
[80-90)
4
53
0
10
0
0
1
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
3
8
0
18
1
7
0
Other
Digestive
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
3
45
3
11
3
0
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes
[70-80)
4
40
3
28
0
0
0
Surgery
Digestive
Injury
Circulatory
no
no
yes
yes
yes
[70-80)
8
48
2
15
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[50-60)
1
16
0
13
0
1
1
Other
Other
Other
Diabetes
no
no
yes
yes
no
[60-70)
2
33
2
23
0
0
0
Missing
Injury
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
2
29
2
11
0
0
0
Missing
Circulatory
Injury
Circulatory
no
no
no
no
no
[70-80)
5
40
0
13
0
1
1
Emergency/Trauma
Other
Other
Diabetes
no
no
no
no
no
[50-60)
1
26
1
9
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
no