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)
2
16
2
14
3
6
2
Missing
Injury
Other
Respiratory
normal
no
no
no
yes
[70-80)
6
2
1
23
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Diabetes
no
no
yes
yes
yes
[60-70)
12
33
0
17
0
4
3
InternalMedicine
Circulatory
Respiratory
Diabetes
no
no
no
no
no
[70-80)
5
73
0
16
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Diabetes
no
high
yes
yes
no
[40-50)
5
58
1
22
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[60-70)
3
17
0
5
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Other
normal
no
no
yes
no
[70-80)
8
23
2
17
0
2
0
Missing
Other
Circulatory
Respiratory
no
no
no
yes
no
[80-90)
1
66
4
15
0
1
0
Family/GeneralPractice
Digestive
Respiratory
Circulatory
no
no
no
no
yes
[60-70)
4
34
0
12
1
1
2
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[50-60)
2
46
1
19
0
0
0
Missing
Digestive
Digestive
Diabetes
no
no
no
yes
no
[70-80)
6
65
0
13
2
0
1
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[40-50)
2
41
1
10
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[80-90)
2
47
0
12
0
0
0
Missing
Diabetes
Other
Circulatory
no
no
no
yes
no
[50-60)
3
51
1
16
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
yes
yes
yes
[50-60)
3
47
6
16
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
3
42
0
29
0
0
0
Missing
Respiratory
Other
Musculoskeletal
no
no
yes
yes
yes
[70-80)
3
2
0
10
1
1
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[70-80)
2
58
0
15
2
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[70-80)
2
16
0
15
0
1
0
Missing
Respiratory
Other
Other
normal
no
no
no
yes
[60-70)
4
64
0
20
1
2
0
Other
Digestive
Respiratory
Diabetes
no
no
yes
yes
yes
[40-50)
7
22
1
4
0
0
0
Emergency/Trauma
Circulatory
Injury
Other
no
no
no
no
no
[70-80)
10
48
3
23
0
0
0
Missing
Injury
Injury
Injury
no
no
yes
yes
no
[60-70)
4
64
0
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
high
yes
yes
yes
[80-90)
11
18
0
11
0
0
0
Emergency/Trauma
Respiratory
Other
Other
no
no
no
yes
yes
[70-80)
4
62
0
14
0
0
0
InternalMedicine
Digestive
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
4
64
0
13
0
0
0
Emergency/Trauma
Circulatory
Diabetes
Circulatory
no
high
yes
yes
yes
[60-70)
3
50
6
20
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
yes
yes
no
[40-50)
3
12
0
14
0
1
0
Missing
Digestive
Other
Other
no
no
no
no
yes
[40-50)
7
65
3
21
0
5
0
Family/GeneralPractice
Digestive
Digestive
Digestive
no
no
yes
yes
yes
[90-100)
7
59
0
20
1
1
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
3
43
1
20
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
2
45
0
16
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
yes
[70-80)
3
12
1
28
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
no
yes
no
[70-80)
2
18
0
12
0
0
0
Other
Digestive
Digestive
Other
no
no
yes
yes
yes
[80-90)
6
43
0
21
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
3
68
2
20
1
2
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
yes
[60-70)
4
43
2
11
0
0
1
InternalMedicine
Circulatory
Respiratory
Circulatory
no
high
no
yes
no
[50-60)
1
48
6
9
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[80-90)
8
37
0
16
4
2
1
InternalMedicine
Respiratory
Respiratory
Other
no
no
no
no
yes
[70-80)
4
15
0
13
0
2
0
Surgery
Other
Other
Diabetes
no
no
yes
yes
yes
[40-50)
4
82
2
16
0
4
7
InternalMedicine
Injury
Other
Other
no
high
yes
yes
yes
[60-70)
1
33
0
1
0
1
0
Family/GeneralPractice
Digestive
Musculoskeletal
Diabetes
no
no
no
no
no
[60-70)
10
36
0
13
0
0
0
Other
Other
Other
Other
no
no
no
yes
no
[40-50)
14
36
1
22
0
2
1
Emergency/Trauma
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
2
44
0
24
0
2
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[60-70)
9
60
1
35
0
0
0
Missing
Musculoskeletal
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
1
49
0
10
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
no
yes
no
[60-70)
4
61
0
19
0
1
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
2
7
0
15
0
0
0
Missing
Respiratory
Respiratory
Circulatory
high
no
no
no
no
[70-80)
4
49
0
21
0
1
0
Missing
Respiratory
Other
Circulatory
no
high
yes
yes
no
[40-50)
1
40
0
7
0
0
0
Surgery
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
6
61
3
22
0
1
0
Family/GeneralPractice
Digestive
Respiratory
Circulatory
no
no
no
no
no
[80-90)
8
58
1
20
0
1
0
InternalMedicine
Other
Other
Respiratory
no
no
no
no
no
[40-50)
3
60
2
35
0
3
0
Other
Digestive
Other
Other
no
no
no
yes
yes
[50-60)
4
36
0
9
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
no
no
[70-80)
8
52
2
15
1
0
1
Missing
Digestive
Other
Digestive
no
no
yes
yes
no
[50-60)
4
32
2
37
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
yes
no
[90-100)
1
26
3
24
0
1
0
Surgery
Circulatory
Other
Circulatory
no
no
no
yes
no
[70-80)
2
36
0
10
0
0
0
Missing
Digestive
Respiratory
Digestive
no
no
no
yes
yes
[60-70)
5
2
0
15
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[80-90)
2
40
4
16
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
no
yes
yes
no
[60-70)
1
48
0
5
0
0
1
Missing
Diabetes
Other
Other
no
no
no
no
no
[50-60)
3
36
1
14
0
0
0
Surgery
Injury
Other
Other
no
high
yes
yes
no
[70-80)
8
42
0
16
4
0
1
Missing
Other
Other
Other
no
no
no
yes
yes
[50-60)
1
29
3
26
0
1
0
Other
Other
Other
Circulatory
no
no
no
yes
no
[80-90)
5
25
0
6
0
2
0
Emergency/Trauma
Digestive
Circulatory
Other
no
no
no
yes
yes
[70-80)
5
33
1
13
0
2
0
Surgery
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
1
26
1
16
0
0
1
Other
Injury
Other
Circulatory
no
no
yes
yes
no
[40-50)
1
49
5
4
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[80-90)
6
32
2
17
0
1
0
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
10
59
0
9
0
0
0
Other
Injury
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
10
50
1
13
0
0
0
Missing
Diabetes
Other
Other
no
normal
no
no
yes
[70-80)
3
59
0
15
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[90-100)
1
18
1
10
0
0
0
InternalMedicine
Other
Digestive
Circulatory
no
no
no
no
no
[70-80)
6
55
0
14
0
2
0
Missing
Circulatory
Circulatory
Other
no
normal
no
yes
yes
[60-70)
4
35
2
22
0
0
0
Surgery
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
1
60
2
18
0
0
1
Surgery
Injury
Other
Other
no
no
yes
yes
yes
[70-80)
6
19
3
10
2
2
1
Missing
Circulatory
Other
Other
normal
no
no
no
no
[60-70)
2
16
0
12
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[60-70)
1
34
6
12
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
3
42
1
11
0
2
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
7
35
2
28
0
1
0
Surgery
Injury
Diabetes
Other
no
no
yes
yes
no
[50-60)
2
47
0
10
0
0
0
Cardiology
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[60-70)
2
24
6
13
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
1
20
2
13
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
6
62
3
24
0
0
0
Emergency/Trauma
Digestive
Other
Circulatory
no
no
no
yes
no
[70-80)
1
69
0
12
0
0
0
InternalMedicine
Other
Respiratory
Circulatory
no
no
no
no
no
[80-90)
5
48
0
17
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
no
no
yes
[60-70)
9
51
2
10
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
no
no
no
[50-60)
5
64
6
26
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
no
yes
no
[40-50)
8
36
2
29
0
1
0
InternalMedicine
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
3
48
0
9
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
yes
[80-90)
4
59
1
14
0
0
0
Emergency/Trauma
Other
Circulatory
Other
no
normal
no
yes
yes
[40-50)
4
60
1
15
0
0
0
Emergency/Trauma
Digestive
Diabetes
Other
no
high
yes
yes
no
[80-90)
7
64
5
8
0
0
0
Missing
Other
Circulatory
Other
no
high
no
yes
yes
[40-50)
3
50
2
10
0
0
2
InternalMedicine
Diabetes
Digestive
Other
no
no
yes
yes
yes
[70-80)
3
48
6
19
0
0
0
Missing
Circulatory
Digestive
Digestive
no
no
yes
yes
yes
[70-80)
3
19
1
16
0
0
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
3
20
0
6
0
0
0
InternalMedicine
Other
Circulatory
Other
normal
no
no
no
no
[80-90)
6
76
0
7
0
0
0
Missing
Diabetes
Other
Other
no
no
no
no
no