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
[50-60)
5
50
0
21
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
no
[60-70)
12
12
0
17
1
2
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
6
70
0
18
0
0
0
Family/GeneralPractice
Respiratory
Other
Diabetes
no
normal
yes
yes
yes
[40-50)
5
59
0
17
0
3
1
Missing
Other
Diabetes
Diabetes
no
high
yes
yes
yes
[60-70)
3
34
0
14
3
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[70-80)
7
59
0
15
0
1
0
InternalMedicine
Digestive
Diabetes
Circulatory
no
no
no
yes
yes
[50-60)
13
47
1
20
0
2
0
InternalMedicine
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
5
63
0
12
0
3
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
no
[50-60)
14
3
0
8
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
12
41
1
25
0
2
1
Other
Diabetes
Other
Digestive
no
no
yes
yes
yes
[40-50)
4
37
3
34
0
0
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
9
57
2
29
0
2
0
Missing
Injury
Other
Respiratory
no
normal
yes
yes
yes
[40-50)
1
9
0
11
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
7
31
1
19
0
0
0
Surgery
Other
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
1
62
1
15
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[50-60)
3
51
0
10
0
0
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[40-50)
2
1
0
9
2
1
1
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
25
3
15
0
1
0
Missing
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
1
47
0
10
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
no
yes
no
[40-50)
2
25
0
14
0
0
0
Family/GeneralPractice
Digestive
Respiratory
Diabetes
normal
no
no
yes
yes
[80-90)
2
64
0
11
0
3
0
Emergency/Trauma
Circulatory
Respiratory
Other
no
high
yes
yes
yes
[70-80)
4
34
0
17
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
3
65
3
18
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
no
yes
no
[40-50)
5
17
0
16
0
0
0
Family/GeneralPractice
Respiratory
Other
Diabetes
normal
no
no
yes
yes
[60-70)
7
65
6
28
0
4
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[80-90)
3
36
0
7
0
1
0
Emergency/Trauma
Other
Other
Other
no
no
no
yes
no
[80-90)
2
43
0
8
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
2
23
0
14
0
2
3
Family/GeneralPractice
Circulatory
Diabetes
Other
high
no
yes
yes
yes
[60-70)
6
81
5
16
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
2
28
0
13
1
5
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
5
71
0
8
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
no
no
[80-90)
1
12
0
14
2
1
1
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[80-90)
5
40
0
18
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
6
42
0
12
0
0
0
Missing
Other
Digestive
Respiratory
no
no
no
no
no
[50-60)
3
76
0
8
2
1
3
Other
Other
Other
Diabetes
no
no
no
no
no
[70-80)
8
69
5
41
0
0
0
Surgery
Circulatory
Diabetes
Respiratory
no
normal
no
yes
yes
[40-50)
2
55
0
15
0
0
0
InternalMedicine
Other
Digestive
Digestive
no
no
no
no
no
[80-90)
3
37
0
18
0
2
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
3
23
0
12
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
yes
[50-60)
2
40
0
8
0
0
0
Family/GeneralPractice
Diabetes
Digestive
Other
no
high
yes
yes
yes
[60-70)
3
50
0
15
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
6
43
1
13
0
0
0
Missing
Injury
Other
Circulatory
no
normal
yes
yes
no
[40-50)
1
10
3
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
8
43
0
9
0
0
0
Family/GeneralPractice
Other
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
5
26
6
22
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
1
30
6
13
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[50-60)
3
2
2
10
0
0
0
Missing
Digestive
Digestive
Digestive
no
no
no
yes
no
[70-80)
5
58
1
18
1
3
1
Missing
Digestive
Other
Other
no
no
no
no
yes
[70-80)
4
49
1
8
0
1
0
Emergency/Trauma
Other
Other
Circulatory
no
no
no
no
yes
[40-50)
6
44
1
14
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
yes
yes
yes
[60-70)
4
50
0
16
0
1
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[70-80)
2
10
0
11
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
yes
[80-90)
4
74
0
23
4
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
8
1
8
0
1
0
Emergency/Trauma
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
8
26
3
37
0
1
1
Missing
Digestive
Musculoskeletal
Respiratory
high
no
yes
yes
yes
[50-60)
4
45
2
14
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
8
53
0
15
0
3
1
Emergency/Trauma
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
3
28
1
15
3
0
0
Missing
Diabetes
Other
Circulatory
no
no
no
yes
yes
[60-70)
4
66
2
15
0
5
0
Family/GeneralPractice
Injury
Other
Musculoskeletal
no
no
no
yes
no
[70-80)
5
1
1
5
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
no
yes
yes
yes
[70-80)
3
46
0
14
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[70-80)
2
40
0
10
2
2
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[60-70)
1
52
0
8
0
0
0
Cardiology
Digestive
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
3
43
0
7
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
4
48
1
22
0
1
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[60-70)
13
50
2
28
3
4
2
Missing
Diabetes
Respiratory
Digestive
no
no
no
yes
yes
[70-80)
3
19
1
2
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
no
no
[90-100)
13
35
1
18
0
0
0
Surgery
Diabetes
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
1
36
0
10
2
0
0
Missing
Circulatory
Circulatory
Circulatory
no
normal
no
yes
yes
[60-70)
11
2
3
19
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
no
yes
[50-60)
3
67
0
8
2
5
28
InternalMedicine
Musculoskeletal
Other
Injury
no
high
no
no
yes
[70-80)
1
28
2
15
0
0
0
Cardiology
Other
Other
Circulatory
no
no
no
yes
no
[60-70)
7
46
2
20
0
2
0
Missing
Injury
Other
Other
no
no
no
no
yes
[70-80)
7
58
0
12
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
no
no
no
[50-60)
5
67
3
19
0
2
0
InternalMedicine
Other
Injury
Circulatory
no
no
yes
yes
no
[70-80)
4
48
2
22
12
0
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[50-60)
2
35
1
16
0
1
0
Family/GeneralPractice
Injury
Other
Circulatory
no
no
yes
yes
no
[50-60)
9
55
6
41
0
0
0
Missing
Circulatory
Other
Circulatory
no
high
no
yes
no
[60-70)
10
45
6
21
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
6
83
3
14
0
0
1
Emergency/Trauma
Injury
Other
Other
no
no
yes
yes
no
[60-70)
2
34
1
7
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
8
50
6
61
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
2
36
0
15
0
3
0
Missing
Digestive
Diabetes
Other
no
normal
no
no
yes
[80-90)
4
18
2
17
3
0
2
Other
Injury
Other
Circulatory
normal
no
yes
yes
no
[60-70)
5
76
3
26
3
0
0
Cardiology
Circulatory
Diabetes
Other
no
high
yes
yes
no
[50-60)
9
74
2
17
0
0
1
Missing
Other
Other
Other
no
high
yes
yes
no
[80-90)
2
6
3
13
0
0
0
Emergency/Trauma
Respiratory
Other
Other
no
no
no
yes
yes
[80-90)
1
59
2
3
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
no
no
no
[50-60)
10
82
1
14
0
0
0
InternalMedicine
Other
Other
Diabetes
no
high
no
yes
no
[60-70)
1
68
0
6
3
0
0
Missing
Other
Digestive
Digestive
no
normal
no
yes
no
[50-60)
2
66
0
14
0
1
0
Family/GeneralPractice
Digestive
Other
Circulatory
no
high
yes
yes
yes
[60-70)
4
49
5
13
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Injury
no
normal
no
no
no
[70-80)
2
1
0
11
0
1
0
Missing
Circulatory
Other
Respiratory
no
no
no
yes
no
[70-80)
2
41
1
6
0
0
0
Other
Injury
Diabetes
Other
no
no
no
no
yes
[70-80)
8
34
0
25
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[80-90)
9
59
0
19
0
1
1
Missing
Other
Other
Circulatory
no
no
no
yes
yes
[60-70)
3
85
0
19
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
normal
yes
yes
no
[50-60)
3
41
0
11
0
1
0
Other
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[70-80)
4
70
1
10
5
1
0
Missing
Other
Other
Other
no
no
no
yes
no
[70-80)
4
36
2
23
0
0
0
Other
Musculoskeletal
Musculoskeletal
Musculoskeletal
no
no
no
no
no