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)
4
2
0
14
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
8
48
3
14
0
0
0
Other
Other
Musculoskeletal
Other
no
high
yes
yes
no
[40-50)
2
17
5
14
0
0
0
Missing
Respiratory
Other
Other
normal
no
no
yes
no
[70-80)
2
55
0
16
0
2
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[50-60)
3
93
0
12
0
0
0
InternalMedicine
Circulatory
Diabetes
Respiratory
no
high
no
no
no
[60-70)
7
36
0
18
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
6
29
1
22
1
1
0
Missing
Digestive
Respiratory
Circulatory
no
no
no
no
yes
[80-90)
6
32
3
10
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
3
19
1
8
0
1
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
no
[60-70)
14
68
3
59
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
3
36
0
7
0
3
0
InternalMedicine
Circulatory
Circulatory
Other
no
high
no
yes
no
[50-60)
10
39
3
20
0
0
0
InternalMedicine
Digestive
Other
Circulatory
no
no
no
no
yes
[70-80)
2
57
0
13
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
5
40
5
21
0
0
0
Missing
Digestive
Digestive
Other
no
no
no
no
no
[50-60)
5
37
0
20
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[40-50)
1
31
3
2
0
0
0
Other
Other
Other
Digestive
no
high
no
no
no
[90-100)
8
27
4
8
0
0
0
Surgery
Circulatory
Musculoskeletal
Other
no
no
yes
yes
yes
[80-90)
2
36
5
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
3
39
1
10
0
0
3
Missing
Circulatory
Other
Diabetes
no
no
no
no
yes
[70-80)
2
29
0
10
0
1
0
Other
Other
Other
Circulatory
no
no
yes
yes
no
[80-90)
6
49
0
15
1
1
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
2
26
0
11
3
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
2
77
0
12
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
no
no
no
[70-80)
2
31
0
9
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
8
37
0
11
6
2
1
InternalMedicine
Respiratory
Digestive
Diabetes
no
no
no
no
yes
[40-50)
1
4
4
22
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
4
37
0
6
0
1
2
Other
Injury
Digestive
Digestive
no
no
no
no
yes
[80-90)
1
33
4
10
0
1
0
Cardiology
Other
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
3
41
3
22
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
yes
yes
no
[40-50)
2
37
1
18
1
2
4
Other
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
3
59
0
2
0
0
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
no
no
yes
[60-70)
9
68
5
23
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
3
11
0
23
0
1
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[40-50)
3
68
0
12
0
1
0
Missing
Diabetes
Other
Other
no
normal
yes
yes
yes
[40-50)
5
43
0
16
0
2
0
Other
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[80-90)
4
30
1
7
0
2
0
InternalMedicine
Other
Diabetes
Circulatory
normal
no
no
yes
yes
[70-80)
9
45
6
15
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[80-90)
1
28
1
17
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
2
1
4
6
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
3
63
0
8
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
no
yes
yes
no
[70-80)
9
56
2
20
0
1
0
Other
Other
Circulatory
Other
no
no
no
no
yes
[50-60)
2
7
0
13
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
no
no
yes
[40-50)
2
38
0
4
0
0
1
Emergency/Trauma
Digestive
Diabetes
Other
no
high
no
no
no
[70-80)
1
1
0
19
0
0
0
Missing
Other
Respiratory
Respiratory
no
no
no
yes
no
[50-60)
3
15
0
13
1
0
2
Family/GeneralPractice
Respiratory
Diabetes
Other
normal
no
yes
yes
no
[50-60)
1
1
1
15
0
5
4
Emergency/Trauma
Respiratory
Other
Other
no
no
yes
yes
yes
[40-50)
2
38
5
11
0
0
0
Other
Injury
Injury
Diabetes
no
no
no
yes
no
[70-80)
5
47
3
39
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
6
51
3
18
0
0
0
Surgery
Other
Circulatory
Circulatory
no
normal
yes
yes
yes
[60-70)
1
31
3
16
0
0
0
Cardiology
Injury
Other
Respiratory
no
no
no
no
yes
[70-80)
3
8
2
11
2
0
0
Other
Other
Other
Other
no
no
no
no
no
[70-80)
13
62
1
13
0
0
0
Missing
Circulatory
Other
Diabetes
no
high
no
yes
no
[70-80)
2
35
3
12
0
0
0
Surgery
Other
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
14
57
3
23
0
0
0
Other
Respiratory
Other
Circulatory
no
no
no
no
no
[70-80)
3
33
2
7
0
0
0
Other
Other
Diabetes
Other
no
no
no
yes
no
[40-50)
3
52
3
14
0
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[80-90)
9
52
0
29
0
0
0
Missing
Circulatory
Circulatory
Other
no
normal
no
yes
no
[60-70)
2
29
1
8
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
no
no
no
[70-80)
6
60
2
33
0
2
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[70-80)
1
3
0
3
0
1
0
Missing
Respiratory
Other
Diabetes
no
no
no
no
no
[50-60)
4
73
0
22
0
0
1
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
59
0
9
0
0
1
Emergency/Trauma
Other
Diabetes
Other
no
no
yes
yes
yes
[80-90)
3
43
0
15
0
1
0
InternalMedicine
Other
Other
Circulatory
no
no
yes
yes
no
[60-70)
4
48
1
18
1
0
0
Missing
Injury
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
2
46
1
16
2
0
1
InternalMedicine
Circulatory
Diabetes
Circulatory
no
high
no
yes
no
[40-50)
10
32
5
18
0
0
0
Surgery
Injury
Injury
Circulatory
no
no
no
yes
yes
[40-50)
3
38
2
17
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
1
41
0
14
0
0
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
2
35
0
17
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[50-60)
6
38
1
22
0
1
0
Other
Other
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
2
45
0
13
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
6
53
5
20
0
1
0
Missing
Other
Digestive
Other
no
no
yes
yes
no
[60-70)
12
56
1
15
0
1
0
Surgery
Injury
Other
Other
no
no
no
no
no
[40-50)
1
29
0
13
1
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
7
75
1
19
1
0
0
Other
Circulatory
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
3
18
1
14
0
0
0
Other
Injury
Other
Diabetes
normal
no
yes
yes
no
[80-90)
7
22
6
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
2
24
0
10
0
0
0
Missing
Digestive
Other
Other
high
no
no
yes
no
[40-50)
8
60
2
15
0
2
0
Surgery
Other
Other
Other
no
no
no
yes
yes
[90-100)
6
58
0
13
0
0
0
Other
Injury
Circulatory
Other
no
no
no
yes
yes
[80-90)
7
19
1
13
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
yes
[60-70)
3
30
2
20
2
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
no
yes
no
[70-80)
4
60
0
16
0
2
0
Missing
Circulatory
Circulatory
Digestive
no
no
yes
yes
no
[90-100)
2
48
0
10
0
1
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
high
no
yes
no
[70-80)
2
36
6
8
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
no
yes
[50-60)
11
41
0
23
0
1
0
Missing
Respiratory
Other
Circulatory
no
high
no
no
yes
[70-80)
3
19
1
11
0
2
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
9
54
6
16
0
0
0
Missing
Injury
Other
Injury
no
no
no
no
yes
[60-70)
9
14
0
13
1
8
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[60-70)
7
66
2
24
0
0
0
Missing
Diabetes
Circulatory
Other
no
high
yes
yes
yes
[70-80)
4
51
1
16
0
2
0
Emergency/Trauma
Injury
Respiratory
Diabetes
no
no
yes
yes
no
[50-60)
3
40
0
22
4
2
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[40-50)
14
64
2
12
0
0
0
Family/GeneralPractice
Other
Musculoskeletal
Other
no
high
yes
yes
no
[80-90)
5
40
1
18
0
0
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
no
no
no
yes
[40-50)
4
45
2
21
0
0
0
InternalMedicine
Respiratory
Musculoskeletal
Musculoskeletal
no
no
no
yes
no
[40-50)
6
68
3
25
0
0
0
Missing
Digestive
Digestive
Circulatory
normal
no
no
no
no
[60-70)
1
43
0
9
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
48
3
19
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[60-70)
3
62
1
14
0
0
0
Missing
Injury
Respiratory
Diabetes
no
no
yes
yes
no
[40-50)
4
42
1
20
0
2
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
no
yes
yes