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
[70-80)
11
84
5
45
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[90-100)
6
14
0
16
0
1
0
Other
Other
Other
Other
no
no
no
yes
no
[70-80)
3
20
1
16
0
2
0
Surgery
Other
Diabetes
Circulatory
no
no
no
yes
yes
[70-80)
6
49
4
21
1
3
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[70-80)
4
60
1
12
0
0
0
InternalMedicine
Circulatory
Circulatory
Musculoskeletal
no
no
no
yes
no
[80-90)
8
25
0
16
0
1
1
Missing
Circulatory
Other
Diabetes
normal
no
yes
yes
yes
[50-60)
5
45
6
27
4
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[80-90)
13
50
1
22
0
0
0
Missing
Other
Circulatory
Other
no
no
yes
yes
no
[60-70)
7
57
3
22
1
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
yes
no
[50-60)
1
18
0
3
0
1
0
Surgery
Injury
Digestive
Injury
normal
no
no
no
no
[50-60)
3
59
0
11
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
no
[70-80)
1
11
0
9
0
2
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[50-60)
2
40
1
32
0
0
0
Surgery
Other
Other
Diabetes
no
no
yes
yes
no
[80-90)
1
43
0
5
0
0
0
Missing
Other
Respiratory
Other
no
no
no
no
no
[80-90)
2
10
0
6
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
5
58
0
11
0
1
1
Missing
Digestive
Circulatory
Other
no
no
no
no
no
[50-60)
13
71
1
13
0
0
0
InternalMedicine
Other
Other
Other
no
high
no
yes
no
[60-70)
8
85
6
45
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
high
no
yes
yes
[80-90)
3
1
0
10
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[60-70)
4
57
0
14
0
0
0
Missing
Respiratory
Other
Other
no
high
yes
yes
no
[50-60)
2
45
0
15
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
yes
[70-80)
2
28
0
19
0
1
0
Missing
Diabetes
Respiratory
Respiratory
no
no
no
yes
yes
[50-60)
1
12
6
13
0
0
0
Other
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
2
1
0
9
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
yes
yes
no
[50-60)
14
77
6
37
1
2
1
Missing
Other
Musculoskeletal
Musculoskeletal
no
no
yes
yes
yes
[80-90)
2
50
0
22
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[50-60)
1
9
0
13
0
1
4
Emergency/Trauma
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
34
3
15
0
0
0
Cardiology
Respiratory
Circulatory
Diabetes
no
no
no
no
no
[40-50)
4
59
0
8
0
0
0
Missing
Other
Digestive
Diabetes
no
no
no
no
yes
[80-90)
4
77
0
19
0
2
1
Missing
Circulatory
Other
Diabetes
no
normal
yes
yes
no
[70-80)
3
21
1
17
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
11
58
3
35
1
1
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
11
19
0
20
3
3
0
Other
Other
Other
Respiratory
high
no
no
no
yes
[70-80)
3
74
4
21
0
1
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
6
29
0
18
0
2
0
InternalMedicine
Respiratory
Diabetes
Respiratory
no
no
no
yes
no
[80-90)
3
25
0
9
0
0
0
Missing
Respiratory
Diabetes
Other
normal
no
yes
yes
yes
[80-90)
3
55
1
7
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[40-50)
7
58
0
24
2
0
4
Missing
Other
Other
Musculoskeletal
no
normal
yes
yes
yes
[50-60)
3
9
0
18
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
no
no
yes
yes
[70-80)
7
68
2
27
0
0
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
2
41
0
17
3
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
1
57
0
8
0
2
0
InternalMedicine
Respiratory
Respiratory
Other
no
no
no
no
no
[80-90)
3
62
0
8
0
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[70-80)
5
49
1
17
0
1
1
Emergency/Trauma
Respiratory
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
3
53
0
17
1
3
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
yes
[70-80)
13
25
3
14
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
3
47
0
4
0
0
0
Missing
Other
Digestive
Diabetes
no
high
no
no
no
[70-80)
1
45
6
13
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
no
no
[60-70)
5
36
2
15
0
6
0
Missing
Circulatory
Digestive
Other
no
no
no
no
no
[60-70)
5
77
6
32
0
0
0
Missing
Circulatory
Circulatory
Injury
no
normal
yes
yes
no
[50-60)
4
1
1
9
3
1
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
no
yes
no
[50-60)
3
53
0
10
2
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
high
no
no
yes
[40-50)
1
58
2
14
0
0
0
InternalMedicine
Circulatory
Digestive
Digestive
no
no
no
yes
yes
[60-70)
8
40
3
21
0
1
0
InternalMedicine
Respiratory
Circulatory
Diabetes
normal
no
no
yes
yes
[40-50)
5
63
1
21
0
1
0
InternalMedicine
Diabetes
Other
Digestive
no
no
no
yes
yes
[70-80)
2
57
0
14
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
2
64
3
10
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[50-60)
12
64
3
22
0
1
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[40-50)
2
57
0
9
0
0
0
Emergency/Trauma
Digestive
Diabetes
Other
no
no
no
no
yes
[50-60)
1
49
0
10
0
1
7
InternalMedicine
Digestive
Circulatory
Respiratory
no
no
no
no
yes
[60-70)
4
35
0
20
0
1
0
Family/GeneralPractice
Musculoskeletal
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
1
61
3
20
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
high
no
yes
yes
[60-70)
2
49
0
18
0
0
0
Missing
Other
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
2
10
0
17
1
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
high
no
yes
yes
no
[40-50)
7
62
1
16
0
1
0
Family/GeneralPractice
Diabetes
Digestive
Circulatory
no
high
yes
yes
yes
[50-60)
5
36
1
19
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
normal
yes
yes
no
[60-70)
10
41
1
33
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
13
62
1
19
0
0
0
InternalMedicine
Respiratory
Digestive
Respiratory
no
no
no
yes
no
[60-70)
1
29
6
16
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
10
44
3
16
0
1
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
no
[70-80)
3
46
4
12
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Musculoskeletal
no
normal
no
no
no
[50-60)
8
47
3
22
0
0
0
Other
Circulatory
Respiratory
Diabetes
no
no
no
yes
no
[80-90)
5
42
1
13
0
0
0
Other
Digestive
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
1
48
0
11
0
0
0
Missing
Circulatory
Digestive
Other
no
normal
yes
yes
yes
[70-80)
5
40
2
13
0
0
0
Cardiology
Injury
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
12
23
1
31
0
0
0
Cardiology
Circulatory
Circulatory
Other
high
no
yes
yes
yes
[70-80)
4
48
0
13
0
0
1
Emergency/Trauma
Circulatory
Other
Other
no
high
yes
yes
yes
[80-90)
5
27
0
10
0
0
0
Missing
Respiratory
Respiratory
Other
normal
no
no
yes
no
[80-90)
11
58
0
26
0
0
0
Family/GeneralPractice
Respiratory
Musculoskeletal
Diabetes
no
no
yes
yes
yes
[40-50)
1
4
1
10
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[60-70)
9
47
2
28
0
2
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
23
0
11
0
0
0
Other
Other
Other
Other
high
no
no
no
no
[50-60)
6
35
5
16
0
0
0
Missing
Injury
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
3
54
1
19
0
0
0
Missing
Other
Other
Other
no
normal
yes
yes
no
[50-60)
2
43
0
16
0
0
0
InternalMedicine
Digestive
Digestive
Other
no
high
yes
yes
no
[70-80)
3
56
0
7
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
4
55
1
17
0
0
0
Missing
Circulatory
Other
Diabetes
no
high
no
no
no
[50-60)
4
53
1
8
0
0
0
Other
Injury
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
1
39
0
27
0
1
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
2
28
0
6
0
0
1
Emergency/Trauma
Other
Circulatory
Other
no
no
yes
yes
no
[40-50)
6
55
2
23
0
0
0
Family/GeneralPractice
Diabetes
Missing
Missing
no
no
yes
yes
no
[60-70)
3
28
1
30
0
0
0
Other
Musculoskeletal
Diabetes
Musculoskeletal
no
no
yes
yes
yes
[70-80)
5
12
0
15
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Other
no
no
yes
yes
yes
[50-60)
12
48
2
26
0
2
0
Surgery
Injury
Other
Circulatory
no
no
no
no
yes
[70-80)
3
41
2
23
0
0
0
Missing
Injury
Circulatory
Respiratory
no
normal
no
yes
no
[60-70)
6
61
4
40
0
0
0
Missing
Musculoskeletal
Circulatory
Musculoskeletal
no
no
no
yes
no
[40-50)
2
3
0
8
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
no
no
no
no
[70-80)
3
60
6
25
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
8
39
5
16
0
1
0
InternalMedicine
Digestive
Digestive
Digestive
no
no
no
no
no
[70-80)
3
28
2
12
0
0
0
Missing
Injury
Other
Diabetes
no
no
no
yes
no