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
[80-90)
4
52
0
15
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[50-60)
14
69
5
31
0
1
0
Missing
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
4
60
1
11
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
1
8
4
9
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[70-80)
3
45
0
8
0
0
0
Other
Circulatory
Other
Diabetes
no
high
yes
yes
no
[50-60)
4
1
1
21
5
0
0
Missing
Other
Injury
Diabetes
no
no
yes
yes
yes
[70-80)
5
38
1
26
1
1
1
Surgery
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
3
15
1
17
1
0
0
Other
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[40-50)
1
35
1
11
0
0
0
InternalMedicine
Diabetes
Other
Circulatory
no
no
yes
yes
no
[60-70)
1
53
1
14
0
4
0
Missing
Other
Other
Other
no
no
no
yes
yes
[90-100)
4
69
0
15
0
1
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
high
no
yes
no
[50-60)
13
70
5
30
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[50-60)
6
57
0
24
0
3
5
Emergency/Trauma
Respiratory
Other
Digestive
no
no
yes
yes
yes
[70-80)
7
78
1
18
0
2
0
InternalMedicine
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
3
36
3
13
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
13
30
2
22
1
6
0
InternalMedicine
Other
Musculoskeletal
Other
no
no
no
yes
yes
[60-70)
4
31
1
17
0
2
0
Other
Other
Other
Other
no
no
no
yes
yes
[50-60)
1
43
0
16
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
8
44
0
15
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Other
no
no
no
no
no
[70-80)
2
73
0
10
4
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
6
57
5
16
0
0
0
InternalMedicine
Circulatory
Diabetes
Other
no
high
yes
yes
no
[50-60)
3
5
0
10
0
0
0
Emergency/Trauma
Circulatory
Diabetes
Other
no
no
no
yes
no
[50-60)
10
38
0
15
0
2
0
InternalMedicine
Other
Respiratory
Circulatory
no
high
no
yes
yes
[50-60)
7
59
0
18
0
1
0
InternalMedicine
Other
Respiratory
Other
no
no
yes
yes
yes
[50-60)
2
43
4
17
1
0
0
Missing
Other
Respiratory
Diabetes
no
no
yes
yes
no
[50-60)
4
40
0
18
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
9
9
2
18
0
1
0
Other
Musculoskeletal
Other
Circulatory
no
no
no
no
no
[80-90)
10
72
0
26
0
0
0
Missing
Circulatory
Other
Digestive
no
high
yes
yes
yes
[50-60)
1
25
6
17
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
56
0
9
3
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[80-90)
2
51
0
12
0
0
0
Missing
Other
Circulatory
Digestive
no
no
no
no
no
[90-100)
3
67
1
13
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
1
42
3
8
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
11
69
0
19
0
4
0
InternalMedicine
Other
Injury
Diabetes
no
no
no
yes
no
[80-90)
11
73
0
18
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
1
1
1
10
0
3
1
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[70-80)
4
56
1
9
0
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
no
[70-80)
10
76
2
18
0
1
0
Missing
Respiratory
Circulatory
Other
high
no
no
no
yes
[40-50)
3
61
0
21
0
1
0
Missing
Respiratory
Other
Other
no
high
yes
yes
yes
[70-80)
1
41
0
10
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
no
[80-90)
10
73
2
25
1
0
0
Missing
Other
Injury
Circulatory
no
no
no
yes
yes
[70-80)
1
9
0
14
0
2
0
Emergency/Trauma
Circulatory
Other
Other
no
normal
no
yes
no
[70-80)
3
42
0
15
5
2
0
Missing
Circulatory
Circulatory
Injury
no
no
no
no
yes
[60-70)
3
20
6
19
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
1
1
23
0
0
0
Missing
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[80-90)
3
33
2
15
0
1
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
11
44
0
19
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[50-60)
4
75
1
19
1
0
0
InternalMedicine
Other
Other
Other
no
high
yes
yes
no
[70-80)
6
15
1
6
1
0
0
Other
Other
Other
Respiratory
normal
no
no
no
no
[70-80)
1
34
1
7
0
1
0
Missing
Other
Circulatory
Other
no
no
no
no
yes
[60-70)
4
64
3
18
0
0
0
Missing
Circulatory
Other
Other
no
no
no
no
yes
[60-70)
4
41
0
11
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
3
69
1
16
0
0
0
Other
Other
Other
Circulatory
no
high
no
yes
no
[70-80)
7
50
6
26
0
0
0
Missing
Injury
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
4
75
0
21
0
0
0
Missing
Respiratory
Other
Circulatory
no
normal
yes
yes
no
[50-60)
3
44
2
11
0
3
0
Other
Other
Diabetes
Other
no
no
no
yes
no
[60-70)
1
22
0
15
0
0
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[60-70)
1
44
1
6
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
no
yes
[70-80)
3
47
0
20
0
1
0
Missing
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
4
71
0
12
0
1
1
Missing
Diabetes
Other
Other
no
no
no
no
no
[40-50)
1
63
0
13
0
0
0
Missing
Diabetes
Other
Diabetes
no
no
yes
yes
no
[60-70)
1
41
3
6
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[90-100)
4
49
2
12
0
0
0
Missing
Digestive
Circulatory
Digestive
no
no
no
no
yes
[50-60)
2
56
4
12
0
0
0
InternalMedicine
Injury
Respiratory
Diabetes
no
no
no
yes
no
[60-70)
2
2
2
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
14
69
1
24
0
2
0
InternalMedicine
Other
Diabetes
Other
no
high
no
yes
yes
[80-90)
3
51
0
17
0
1
0
Missing
Diabetes
Other
Circulatory
no
no
no
yes
no
[80-90)
3
35
0
12
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
5
68
1
9
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
high
yes
yes
no
[60-70)
1
46
1
5
0
0
0
Emergency/Trauma
Diabetes
Circulatory
Other
no
normal
no
yes
no
[70-80)
14
45
2
44
0
0
0
Surgery
Injury
Circulatory
Respiratory
no
high
yes
yes
no
[40-50)
2
29
0
11
1
3
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[70-80)
4
44
0
12
0
1
0
Cardiology
Circulatory
Diabetes
Other
no
no
yes
yes
no
[60-70)
12
45
6
35
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
yes
yes
yes
[60-70)
4
42
0
17
0
0
1
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
2
29
0
8
4
1
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[60-70)
11
69
3
20
0
0
0
InternalMedicine
Other
Other
Other
no
high
yes
yes
no
[70-80)
9
59
2
11
0
1
0
Other
Other
Other
Other
no
no
no
no
yes
[80-90)
6
58
2
12
0
0
0
InternalMedicine
Respiratory
Circulatory
Musculoskeletal
no
no
no
no
no
[40-50)
3
18
0
12
1
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
no
[70-80)
6
48
1
12
0
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
no
[50-60)
4
39
1
14
0
0
1
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[60-70)
5
74
6
29
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
4
64
1
12
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[40-50)
8
44
3
22
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Respiratory
no
high
no
yes
yes
[50-60)
2
5
3
8
0
0
0
Cardiology
Circulatory
Other
Other
no
no
no
yes
yes
[60-70)
4
14
0
11
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[60-70)
3
54
1
30
3
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
no
yes
no
[70-80)
6
57
0
29
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
no
[60-70)
8
39
0
25
0
0
0
Missing
Other
Respiratory
Other
no
high
yes
yes
no
[60-70)
2
49
3
10
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
1
19
0
10
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
2
39
3
23
0
1
0
Family/GeneralPractice
Respiratory
Circulatory
Digestive
no
no
yes
yes
no
[70-80)
5
61
5
17
0
0
2
Missing
Digestive
Other
Diabetes
no
no
no
no
yes
[60-70)
4
39
1
13
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
3
51
1
13
0
1
0
Surgery
Digestive
Digestive
Diabetes
no
no
no
no
no
[50-60)
3
50
3
15
0
0
0
Missing
Digestive
Digestive
Digestive
no
no
no
no
no
[60-70)
2
65
0
12
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[50-60)
2
59
3
17
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[50-60)
7
76
4
46
0
0
0
Surgery
Circulatory
Diabetes
Other
no
high
yes
yes
no