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)
3
38
2
31
0
0
0
Missing
Injury
Respiratory
Musculoskeletal
no
no
no
yes
no
[80-90)
8
66
2
18
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
normal
yes
yes
yes
[50-60)
8
28
1
11
0
0
0
Missing
Digestive
Diabetes
Missing
no
no
no
no
no
[80-90)
3
41
0
16
1
2
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
yes
yes
[50-60)
3
48
0
16
0
0
0
Other
Injury
Digestive
Other
no
no
yes
yes
yes
[60-70)
4
10
1
27
2
0
0
Other
Musculoskeletal
Digestive
Other
no
no
no
no
yes
[50-60)
3
44
3
15
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
no
yes
no
[70-80)
5
40
3
28
5
2
0
Surgery
Diabetes
Circulatory
Circulatory
no
normal
yes
yes
yes
[60-70)
6
39
0
25
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
high
yes
yes
yes
[50-60)
7
49
2
13
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[70-80)
3
46
0
14
0
0
0
InternalMedicine
Digestive
Respiratory
Other
no
no
no
yes
no
[50-60)
1
32
6
19
0
1
0
Cardiology
Circulatory
Respiratory
Diabetes
no
no
yes
yes
yes
[40-50)
3
78
0
8
0
0
0
Missing
Diabetes
Other
Other
high
high
no
no
no
[40-50)
3
10
2
12
0
0
0
Surgery
Digestive
Other
Diabetes
normal
no
no
no
no
[40-50)
1
2
0
6
0
1
0
Missing
Digestive
Circulatory
Diabetes
no
no
no
no
no
[70-80)
3
48
0
14
0
2
0
Missing
Circulatory
Diabetes
Circulatory
no
high
yes
yes
yes
[70-80)
1
23
0
6
0
0
0
Missing
Other
Respiratory
Diabetes
no
high
no
no
yes
[80-90)
9
2
4
16
0
0
0
Missing
Musculoskeletal
Circulatory
Other
no
no
no
yes
yes
[60-70)
3
24
1
25
0
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
no
yes
no
[80-90)
7
34
0
5
1
1
0
Other
Other
Digestive
Circulatory
no
no
no
no
no
[60-70)
4
51
3
27
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
13
66
6
34
0
0
1
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
no
[70-80)
3
1
2
10
4
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[40-50)
2
31
1
13
0
0
0
Surgery
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
3
43
0
13
0
0
2
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[40-50)
3
36
0
8
0
0
0
InternalMedicine
Digestive
Digestive
Digestive
no
no
no
yes
no
[70-80)
8
44
2
26
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
no
no
no
yes
no
[70-80)
8
36
0
23
2
4
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[50-60)
2
4
1
13
1
0
0
Missing
Musculoskeletal
Circulatory
Digestive
no
no
no
no
no
[50-60)
11
90
1
20
0
0
0
InternalMedicine
Circulatory
Respiratory
Respiratory
no
normal
yes
yes
no
[50-60)
1
46
4
17
0
1
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
8
30
5
9
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
3
28
0
11
0
0
0
Missing
Other
Respiratory
Respiratory
no
no
yes
yes
no
[50-60)
6
71
3
15
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
high
no
yes
yes
[40-50)
3
71
0
17
1
0
0
Missing
Respiratory
Respiratory
Diabetes
high
no
yes
yes
no
[50-60)
4
43
0
18
0
1
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
no
yes
[70-80)
4
52
0
9
0
1
0
Family/GeneralPractice
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
2
35
0
16
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
yes
yes
no
[60-70)
1
1
2
12
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[60-70)
4
61
2
35
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
5
64
0
14
0
0
0
Cardiology
Other
Circulatory
Other
no
no
no
yes
yes
[40-50)
1
36
0
7
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
2
50
1
27
0
2
1
InternalMedicine
Respiratory
Musculoskeletal
Circulatory
no
no
yes
yes
no
[40-50)
3
46
2
15
0
0
0
Other
Injury
Injury
Other
no
no
no
no
no
[80-90)
5
45
3
24
0
3
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
8
57
6
31
0
0
0
Cardiology
Circulatory
Other
Other
no
high
no
yes
no
[80-90)
5
50
0
16
0
0
0
Other
Other
Respiratory
Other
no
no
yes
yes
no
[70-80)
3
10
4
16
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
3
41
0
6
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
no
yes
no
[80-90)
4
18
0
16
2
1
0
Missing
Other
Circulatory
Respiratory
high
no
yes
yes
yes
[40-50)
1
17
0
5
1
1
0
Missing
Diabetes
Other
Other
high
no
no
no
no
[60-70)
3
35
0
9
0
0
0
Other
Diabetes
Other
Other
no
high
yes
yes
yes
[90-100)
6
84
0
21
3
1
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[70-80)
3
18
1
18
7
1
0
Missing
Circulatory
Circulatory
Other
high
no
no
yes
yes
[40-50)
2
62
3
20
0
4
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
2
47
0
17
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
no
no
[70-80)
4
28
1
22
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
no
no
no
[60-70)
3
37
0
16
3
0
1
Missing
Respiratory
Respiratory
Diabetes
no
high
yes
yes
no
[60-70)
1
51
6
16
0
1
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
no
no
[70-80)
1
43
6
12
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[70-80)
4
54
1
23
1
1
0
Missing
Respiratory
Other
Diabetes
no
no
no
no
no
[60-70)
3
76
0
16
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
high
yes
yes
yes
[80-90)
14
50
0
21
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[50-60)
1
71
0
7
0
0
0
Missing
Circulatory
Other
Circulatory
no
high
no
no
no
[90-100)
3
59
0
7
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
no
no
[60-70)
6
39
3
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[80-90)
6
32
0
23
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
29
3
28
0
0
0
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[70-80)
8
68
2
40
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[60-70)
3
79
0
20
0
0
0
Emergency/Trauma
Diabetes
Other
Circulatory
no
normal
yes
yes
no
[70-80)
3
38
0
13
0
1
0
InternalMedicine
Injury
Other
Other
no
no
no
yes
no
[70-80)
6
50
0
21
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
2
43
3
6
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
normal
normal
no
no
no
[80-90)
4
45
1
9
0
0
0
InternalMedicine
Other
Other
Other
no
high
no
yes
no
[60-70)
4
30
1
33
0
0
0
Missing
Digestive
Diabetes
Other
no
no
yes
yes
yes
[70-80)
2
10
0
11
0
0
0
Missing
Other
Other
Other
no
no
no
yes
yes
[70-80)
3
43
2
14
0
1
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[40-50)
4
79
3
25
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
high
yes
yes
yes
[70-80)
10
95
1
28
1
2
0
Missing
Other
Circulatory
Musculoskeletal
no
no
no
yes
no
[60-70)
3
42
2
9
0
1
0
Other
Diabetes
Other
Circulatory
no
high
no
yes
yes
[70-80)
1
33
2
12
0
0
0
InternalMedicine
Other
Other
Respiratory
no
no
no
yes
no
[50-60)
13
44
3
34
2
0
0
Missing
Diabetes
Musculoskeletal
Other
no
normal
yes
yes
yes
[80-90)
10
41
0
10
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
high
no
yes
no
[70-80)
6
37
0
16
11
4
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
4
26
1
7
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
yes
no
[40-50)
2
47
2
12
0
0
0
Family/GeneralPractice
Digestive
Diabetes
Other
no
no
no
yes
no
[80-90)
3
18
3
14
0
0
0
Other
Circulatory
Injury
Diabetes
no
normal
no
yes
no
[70-80)
3
44
0
21
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
3
24
4
11
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[50-60)
4
23
0
17
1
1
0
Other
Respiratory
Circulatory
Diabetes
normal
no
no
yes
no
[80-90)
3
56
2
14
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
1
34
2
12
0
0
0
Other
Diabetes
Other
Circulatory
no
no
no
yes
yes
[70-80)
5
88
2
8
0
0
0
Family/GeneralPractice
Other
Other
Other
no
normal
no
yes
no
[50-60)
3
36
0
23
1
0
1
Missing
Other
Other
Digestive
no
no
no
yes
yes
[80-90)
3
39
4
19
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
no
[50-60)
3
70
2
22
0
0
2
Emergency/Trauma
Respiratory
Diabetes
Respiratory
no
high
yes
yes
yes
[90-100)
3
46
0
20
2
0
0
Missing
Other
Circulatory
Other
no
no
yes
yes
no
[70-80)
5
43
0
5
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
no
[60-70)
3
42
2
17
0
0
0
Other
Injury
Diabetes
Other
no
no
yes
yes
yes
[70-80)
5
79
4
19
0
3
0
Missing
Injury
Other
Circulatory
no
no
yes
yes
yes