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)
12
69
6
30
0
0
0
Missing
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[40-50)
1
7
3
19
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
yes
[50-60)
3
30
4
17
0
1
0
InternalMedicine
Injury
Other
Other
no
no
no
no
yes
[80-90)
2
60
0
12
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
5
47
0
12
6
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
2
2
1
10
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
yes
[60-70)
4
42
4
10
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[80-90)
6
55
0
19
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
12
49
2
29
0
0
0
Missing
Diabetes
Other
Circulatory
normal
no
no
no
no
[60-70)
4
55
0
16
1
1
3
Cardiology
Circulatory
Other
Other
no
no
no
no
yes
[60-70)
5
47
2
12
0
0
0
Surgery
Circulatory
Injury
Injury
no
no
no
yes
yes
[60-70)
4
27
2
27
0
1
0
Surgery
Other
Digestive
Diabetes
no
no
yes
yes
no
[50-60)
3
39
5
18
0
2
0
InternalMedicine
Circulatory
Other
Other
no
high
no
yes
no
[70-80)
4
46
1
15
0
2
0
Missing
Circulatory
Digestive
Respiratory
no
no
no
no
yes
[70-80)
5
43
1
24
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
high
no
yes
yes
[70-80)
2
1
0
11
0
0
0
Emergency/Trauma
Musculoskeletal
Other
Diabetes
no
no
yes
yes
yes
[70-80)
1
43
0
9
0
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
4
56
0
28
5
2
2
Missing
Other
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
2
22
0
9
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
high
no
no
yes
yes
[60-70)
4
51
2
30
1
2
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
yes
yes
[40-50)
2
36
1
10
0
0
0
Emergency/Trauma
Other
Circulatory
Diabetes
no
no
no
no
no
[60-70)
5
50
0
7
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[60-70)
3
14
2
24
1
0
0
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[50-60)
5
64
1
26
0
0
0
Emergency/Trauma
Digestive
Diabetes
Other
no
no
yes
yes
no
[80-90)
4
36
0
15
1
2
3
Emergency/Trauma
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[60-70)
10
62
5
25
0
0
0
Other
Digestive
Digestive
Circulatory
no
no
no
yes
no
[80-90)
4
45
0
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
no
no
no
[70-80)
2
24
2
9
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[80-90)
6
45
0
18
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Diabetes
no
high
no
yes
no
[70-80)
7
54
3
19
0
1
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
no
[40-50)
13
60
0
12
3
5
3
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
3
40
3
12
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
8
39
0
17
0
1
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[50-60)
5
50
0
10
0
1
0
Family/GeneralPractice
Diabetes
Other
Musculoskeletal
no
no
no
yes
no
[60-70)
5
17
0
23
0
1
0
Missing
Respiratory
Other
Respiratory
high
no
yes
yes
no
[60-70)
5
38
2
15
0
1
0
Missing
Digestive
Digestive
Digestive
no
no
no
yes
yes
[70-80)
4
46
2
16
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
yes
[70-80)
6
39
2
20
3
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
3
10
1
18
0
3
0
Missing
Diabetes
Digestive
Circulatory
no
no
no
no
yes
[70-80)
3
1
0
10
0
0
0
Other
Diabetes
Other
Circulatory
no
no
yes
yes
no
[60-70)
3
28
1
27
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
3
57
1
14
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
11
50
5
31
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
1
51
0
3
0
0
0
Family/GeneralPractice
Diabetes
Missing
Missing
no
no
no
yes
yes
[50-60)
2
57
0
9
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
no
[70-80)
8
43
0
18
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
no
yes
[60-70)
4
50
2
43
0
0
0
Missing
Injury
Circulatory
Other
no
no
yes
yes
yes
[70-80)
6
69
2
22
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
3
49
0
6
0
0
0
Family/GeneralPractice
Other
Diabetes
Other
no
high
no
yes
no
[40-50)
9
39
3
20
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
no
no
no
[60-70)
1
66
0
6
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
no
no
yes
no
[70-80)
10
41
1
15
1
1
1
Missing
Other
Other
Digestive
no
no
no
no
yes
[60-70)
6
25
0
28
4
3
0
Family/GeneralPractice
Respiratory
Other
Circulatory
normal
no
no
no
yes
[60-70)
2
23
1
8
0
0
0
Cardiology
Circulatory
Other
Diabetes
high
no
yes
yes
no
[80-90)
3
83
0
20
0
0
0
Missing
Circulatory
Other
Circulatory
no
high
no
no
yes
[70-80)
3
62
0
15
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[70-80)
9
86
2
26
1
2
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[70-80)
1
40
5
8
0
0
0
Missing
Injury
Other
Circulatory
no
no
no
no
no
[50-60)
8
77
2
15
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
9
67
0
14
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
5
68
0
22
0
3
0
Surgery
Respiratory
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
71
6
31
4
0
0
Missing
Circulatory
Other
Respiratory
no
high
yes
yes
yes
[50-60)
3
41
5
12
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
2
51
3
16
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
3
60
3
16
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
normal
no
yes
no
[70-80)
1
26
5
3
0
1
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
4
14
0
22
2
0
0
Missing
Musculoskeletal
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
1
45
0
12
1
0
3
Missing
Respiratory
Other
Other
no
no
yes
yes
yes
[70-80)
4
39
0
5
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
high
no
yes
yes
[40-50)
1
35
0
12
0
1
0
Cardiology
Respiratory
Other
Circulatory
no
no
no
yes
no
[60-70)
5
93
3
20
0
0
0
Other
Injury
Circulatory
Diabetes
normal
no
no
no
no
[70-80)
5
54
0
13
0
0
0
Missing
Digestive
Diabetes
Other
no
no
yes
yes
no
[60-70)
3
41
1
8
0
0
0
Emergency/Trauma
Circulatory
Other
Respiratory
no
no
yes
yes
no
[80-90)
12
58
2
14
0
1
0
InternalMedicine
Injury
Other
Other
no
no
yes
yes
no
[70-80)
2
18
0
16
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Musculoskeletal
no
no
no
no
no
[60-70)
2
24
0
7
1
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
normal
no
no
yes
no
[40-50)
1
1
2
9
0
0
0
Family/GeneralPractice
Other
Diabetes
Other
no
no
no
no
yes
[60-70)
2
1
0
12
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
yes
yes
[80-90)
2
34
1
7
0
1
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
yes
[50-60)
6
55
0
20
0
1
0
InternalMedicine
Circulatory
Circulatory
Respiratory
no
high
no
yes
no
[90-100)
8
81
5
25
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
no
[50-60)
5
42
4
35
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
5
51
0
18
0
1
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[80-90)
6
61
4
25
0
3
0
Other
Other
Respiratory
Other
no
high
yes
yes
yes
[70-80)
2
30
1
10
0
0
0
InternalMedicine
Digestive
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
8
73
3
45
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
yes
[40-50)
1
57
0
18
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[70-80)
12
47
0
15
0
0
0
Surgery
Injury
Other
Other
no
no
yes
yes
no
[50-60)
3
42
0
15
2
1
11
InternalMedicine
Digestive
Circulatory
Other
no
no
no
no
yes
[80-90)
6
44
0
12
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
yes
yes
no
[60-70)
1
13
0
12
0
5
0
Missing
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
13
79
5
53
1
0
0
Surgery
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
1
38
0
9
0
0
1
Missing
Diabetes
Circulatory
Other
no
high
no
yes
no
[60-70)
4
55
3
21
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
1
61
0
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[90-100)
3
9
0
5
0
1
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
4
56
0
20
0
0
0
Emergency/Trauma
Injury
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
2
55
0
10
0
1
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
no
no
no
[50-60)
11
73
5
38
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
5
61
4
14
0
1
0
Missing
Injury
Injury
Circulatory
no
no
no
no
yes