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
[60-70)
3
32
0
5
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
no
[80-90)
3
30
0
12
2
1
1
Missing
Diabetes
Other
Other
no
no
no
yes
yes
[80-90)
8
45
0
13
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
yes
yes
[70-80)
2
47
0
13
0
1
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[70-80)
4
61
0
13
0
0
0
Missing
Other
Other
Diabetes
no
high
yes
yes
no
[70-80)
4
55
3
15
0
3
0
Family/GeneralPractice
Musculoskeletal
Diabetes
Other
no
no
no
yes
yes
[70-80)
4
59
0
12
0
0
0
Missing
Digestive
Other
Diabetes
no
high
yes
yes
yes
[80-90)
4
40
1
14
0
1
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[50-60)
3
11
0
13
0
0
0
Cardiology
Circulatory
Other
Other
no
high
yes
yes
yes
[50-60)
4
49
0
10
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
no
yes
[60-70)
2
91
0
10
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[90-100)
3
2
0
22
0
3
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
3
23
0
14
0
0
0
Missing
Other
Diabetes
Other
high
no
yes
yes
yes
[90-100)
4
25
0
13
2
0
0
Missing
Other
Circulatory
Diabetes
high
no
yes
yes
no
[90-100)
7
49
0
11
2
0
0
InternalMedicine
Respiratory
Other
Circulatory
no
normal
no
yes
yes
[60-70)
3
23
0
8
1
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[70-80)
6
75
0
22
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
yes
[50-60)
3
41
3
7
1
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
no
[70-80)
8
51
2
18
0
2
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
2
19
0
15
1
2
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[50-60)
3
62
0
5
2
0
0
Family/GeneralPractice
Diabetes
Other
Musculoskeletal
no
normal
yes
yes
no
[80-90)
4
38
1
27
0
0
0
InternalMedicine
Injury
Other
Circulatory
no
no
yes
yes
no
[70-80)
1
34
2
13
0
0
0
Surgery
Circulatory
Respiratory
Other
no
no
yes
yes
no
[40-50)
3
68
0
28
0
0
0
Missing
Circulatory
Other
Other
no
high
yes
yes
no
[50-60)
5
64
3
22
0
0
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
7
76
1
36
0
3
0
Emergency/Trauma
Respiratory
Other
Circulatory
no
high
yes
yes
no
[40-50)
2
40
0
7
0
0
0
InternalMedicine
Diabetes
Other
Missing
no
no
yes
yes
no
[60-70)
2
40
0
11
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[90-100)
6
56
0
7
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
yes
no
[60-70)
4
66
5
14
2
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
11
45
2
19
0
1
0
Missing
Injury
Other
Other
no
no
no
no
yes
[70-80)
4
32
1
21
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
no
no
yes
[80-90)
2
39
1
26
0
0
0
Missing
Musculoskeletal
Circulatory
Other
no
no
no
no
no
[80-90)
3
38
0
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
2
8
3
10
0
0
0
Cardiology
Respiratory
Diabetes
Other
no
no
no
yes
no
[50-60)
4
43
6
24
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
no
[40-50)
7
55
3
15
1
1
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[70-80)
3
46
0
9
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
no
[50-60)
7
65
1
15
0
1
2
Emergency/Trauma
Other
Circulatory
Other
no
high
yes
yes
yes
[80-90)
3
1
4
15
0
0
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[50-60)
7
1
2
12
0
0
0
Emergency/Trauma
Respiratory
Other
Injury
no
no
yes
yes
no
[60-70)
2
28
3
15
0
0
0
Missing
Injury
Other
Injury
no
no
yes
yes
yes
[50-60)
1
43
0
16
0
1
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[50-60)
11
39
2
16
2
1
0
Missing
Diabetes
Other
Diabetes
no
no
yes
yes
no
[80-90)
8
39
0
27
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[70-80)
3
11
0
8
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[80-90)
5
74
0
13
0
0
0
InternalMedicine
Other
Other
Other
no
high
yes
yes
no
[80-90)
3
61
1
9
0
0
0
Emergency/Trauma
Diabetes
Other
Circulatory
no
high
yes
yes
no
[50-60)
1
50
0
8
0
0
0
Family/GeneralPractice
Diabetes
Circulatory
Other
no
no
no
yes
yes
[80-90)
7
86
3
29
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[80-90)
14
68
1
31
1
0
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
yes
[70-80)
2
41
1
9
0
0
0
Other
Diabetes
Circulatory
Other
no
no
no
yes
yes
[60-70)
1
38
1
20
0
0
0
Other
Injury
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
2
1
0
16
0
4
2
Surgery
Other
Other
Other
no
no
yes
yes
yes
[50-60)
2
41
1
10
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
yes
[80-90)
5
64
0
25
0
1
0
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[80-90)
7
32
3
21
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
14
63
0
23
0
2
0
Other
Diabetes
Circulatory
Other
no
normal
yes
yes
yes
[70-80)
2
54
6
35
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
2
37
3
9
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
3
36
0
6
0
2
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
yes
yes
[70-80)
5
2
1
20
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
4
49
0
16
1
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
yes
yes
[60-70)
7
61
0
13
0
0
0
Missing
Circulatory
Musculoskeletal
Circulatory
no
high
no
yes
yes
[60-70)
3
25
2
12
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[50-60)
1
19
4
10
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
3
51
0
18
0
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
no
[70-80)
2
12
0
15
0
1
0
InternalMedicine
Other
Musculoskeletal
Circulatory
no
no
yes
yes
no
[70-80)
4
52
0
13
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
no
no
yes
yes
[50-60)
3
52
3
12
2
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
1
1
1
5
3
0
0
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
1
40
0
8
0
0
0
Cardiology
Respiratory
Diabetes
Circulatory
no
no
no
no
no
[50-60)
2
8
1
3
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[80-90)
6
38
3
22
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
3
25
1
17
0
0
0
Other
Other
Diabetes
Missing
no
no
yes
yes
no
[70-80)
10
54
4
18
0
0
0
Missing
Other
Other
Other
no
normal
yes
yes
yes
[50-60)
2
49
2
24
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
11
19
6
13
0
0
0
Missing
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
44
0
27
0
0
0
InternalMedicine
Injury
Other
Respiratory
no
no
yes
yes
no
[70-80)
2
1
0
3
0
0
1
Missing
Digestive
Other
Diabetes
no
no
no
no
no
[70-80)
1
13
6
12
1
0
0
Other
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
2
21
3
21
0
0
0
Other
Other
Circulatory
Other
no
no
yes
yes
no
[70-80)
7
63
5
29
4
0
3
Missing
Other
Other
Other
no
no
no
yes
no
[50-60)
1
34
0
4
0
1
0
Other
Other
Other
Other
no
no
no
no
yes
[70-80)
6
48
0
23
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
3
48
4
19
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
no
no
no
[70-80)
5
71
0
20
0
1
2
InternalMedicine
Circulatory
Respiratory
Other
no
no
no
yes
no
[80-90)
10
11
6
4
0
0
0
Emergency/Trauma
Circulatory
Injury
Circulatory
no
no
no
yes
yes
[50-60)
3
68
3
13
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
2
19
0
12
6
1
0
Missing
Respiratory
Other
Respiratory
normal
no
no
yes
yes
[50-60)
9
58
2
20
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
4
1
1
15
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
3
37
0
9
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
2
52
0
16
1
2
0
Family/GeneralPractice
Musculoskeletal
Respiratory
Diabetes
no
no
yes
yes
yes
[50-60)
4
39
3
8
0
0
0
Missing
Digestive
Respiratory
Other
no
no
no
no
no
[80-90)
1
29
0
6
0
0
0
Missing
Other
Respiratory
Diabetes
no
no
no
no
yes
[70-80)
6
41
1
14
0
1
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
no
[60-70)
8
77
4
45
0
1
0
Surgery
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[50-60)
3
40
0
19
0
1
0
Emergency/Trauma
Respiratory
Diabetes
Respiratory
no
no
yes
yes
no
[70-80)
3
79
5
12
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Other
no
no
no
no
yes