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)
2
39
0
16
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[40-50)
3
43
6
14
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[40-50)
3
62
0
3
0
0
1
Missing
Other
Other
Other
no
no
no
no
yes
[80-90)
8
69
1
17
0
0
0
Missing
Digestive
Digestive
Respiratory
no
no
yes
yes
yes
[80-90)
10
63
1
9
0
0
0
InternalMedicine
Injury
Circulatory
Other
no
no
no
yes
no
[70-80)
1
46
0
2
0
0
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
no
no
yes
[60-70)
8
95
4
49
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[50-60)
3
1
0
12
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[60-70)
6
59
2
18
0
0
0
Other
Other
Other
Diabetes
no
no
no
no
yes
[70-80)
10
60
0
19
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[60-70)
5
43
1
13
0
1
0
InternalMedicine
Diabetes
Other
Circulatory
no
no
yes
yes
no
[50-60)
2
50
0
15
0
3
2
InternalMedicine
Respiratory
Diabetes
Other
no
high
yes
yes
yes
[70-80)
1
69
0
11
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
14
92
5
59
5
1
0
Family/GeneralPractice
Other
Other
Digestive
no
no
yes
yes
no
[60-70)
11
39
5
27
0
1
0
Missing
Digestive
Respiratory
Other
no
no
no
yes
yes
[50-60)
8
5
1
19
0
4
1
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[40-50)
2
32
0
20
1
0
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[60-70)
3
59
1
7
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[70-80)
2
29
2
17
5
0
0
Missing
Musculoskeletal
Other
Musculoskeletal
no
no
no
no
no
[60-70)
5
40
0
16
0
2
0
Missing
Respiratory
Other
Diabetes
no
high
yes
yes
no
[80-90)
2
30
3
9
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
2
51
0
7
2
0
0
Missing
Respiratory
Respiratory
Other
no
no
no
yes
yes
[80-90)
6
56
1
27
0
0
0
Emergency/Trauma
Injury
Other
Other
no
no
no
yes
no
[60-70)
5
64
5
19
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
1
35
1
19
0
0
0
Surgery
Musculoskeletal
Circulatory
Other
no
no
no
no
no
[50-60)
3
36
0
10
0
0
1
InternalMedicine
Other
Diabetes
Other
no
high
yes
yes
yes
[80-90)
3
55
0
13
0
1
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[40-50)
7
43
1
18
0
3
1
Other
Diabetes
Digestive
Digestive
no
no
no
no
yes
[50-60)
6
38
4
37
3
1
1
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[80-90)
2
16
0
6
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
high
no
no
yes
yes
[60-70)
5
16
1
8
3
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
no
[60-70)
4
60
0
19
0
1
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
3
47
2
17
0
0
0
Missing
Other
Circulatory
Diabetes
no
normal
yes
yes
no
[80-90)
3
57
0
10
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
5
68
2
20
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
6
62
0
36
0
1
0
Missing
Respiratory
Other
Musculoskeletal
no
high
no
yes
yes
[50-60)
10
10
0
10
4
3
1
Other
Other
Diabetes
Other
no
no
no
no
yes
[70-80)
5
21
1
20
0
1
0
Other
Other
Diabetes
Other
high
no
yes
yes
yes
[70-80)
5
73
0
13
1
1
0
Missing
Circulatory
Circulatory
Respiratory
no
high
no
no
yes
[70-80)
1
25
0
10
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
4
32
1
31
1
2
0
Surgery
Injury
Other
Respiratory
no
no
yes
yes
yes
[70-80)
4
57
1
15
0
0
0
Surgery
Digestive
Circulatory
Respiratory
no
no
no
no
no
[50-60)
4
77
0
17
0
0
0
Other
Other
Diabetes
Other
no
no
no
no
no
[60-70)
1
15
0
12
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
3
58
0
6
1
4
2
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[40-50)
5
69
0
14
0
3
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
no
yes
[70-80)
9
60
0
16
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[50-60)
2
66
0
17
1
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[60-70)
9
44
2
30
0
1
0
Other
Other
Other
Other
no
no
yes
yes
no
[50-60)
1
27
0
11
0
0
0
Missing
Circulatory
Other
Other
no
no
no
yes
no
[50-60)
4
23
1
14
0
1
0
Surgery
Digestive
Circulatory
Diabetes
high
no
no
yes
yes
[60-70)
4
38
4
31
1
0
0
Other
Musculoskeletal
Other
Musculoskeletal
no
no
yes
yes
yes
[70-80)
1
45
0
11
0
1
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
no
yes
no
[40-50)
6
58
0
7
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
no
yes
yes
[40-50)
3
41
3
11
0
0
0
Family/GeneralPractice
Digestive
Other
Other
no
no
no
yes
no
[40-50)
2
53
1
18
0
1
0
Missing
Circulatory
Diabetes
Respiratory
no
no
yes
yes
no
[50-60)
6
63
1
20
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
no
[50-60)
1
1
1
9
0
0
0
Other
Other
Other
Circulatory
no
no
no
no
no
[70-80)
4
61
1
14
0
1
1
Other
Respiratory
Respiratory
Musculoskeletal
no
no
yes
yes
yes
[70-80)
4
51
6
24
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
high
yes
yes
no
[40-50)
1
8
0
7
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
high
no
no
no
[70-80)
14
71
1
32
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
4
51
1
18
0
0
0
Family/GeneralPractice
Musculoskeletal
Other
Circulatory
no
high
yes
yes
yes
[80-90)
2
5
0
12
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
1
34
1
21
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[40-50)
1
49
4
13
0
0
0
Cardiology
Respiratory
Diabetes
Circulatory
no
no
no
no
no
[40-50)
4
48
0
11
0
0
0
Other
Other
Other
Other
no
no
no
no
no
[50-60)
3
25
1
26
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
3
33
0
7
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Other
no
no
no
yes
no
[50-60)
8
39
1
13
0
0
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[80-90)
6
63
0
17
0
0
0
Family/GeneralPractice
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
1
40
0
6
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[40-50)
3
41
1
9
0
8
0
Other
Other
Other
Digestive
no
no
no
no
yes
[70-80)
2
25
1
8
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[70-80)
3
31
0
15
0
1
0
Other
Injury
Other
Other
no
no
yes
yes
no
[70-80)
3
59
0
10
0
0
1
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
3
2
1
12
14
2
0
Surgery
Injury
Other
Diabetes
no
no
yes
yes
yes
[70-80)
10
59
1
38
0
2
0
Surgery
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
3
34
6
16
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[40-50)
6
1
1
15
0
0
0
Other
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
6
55
6
24
0
1
0
Missing
Other
Other
Digestive
no
no
yes
yes
no
[70-80)
1
2
1
11
1
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
8
55
0
26
4
2
0
Missing
Other
Other
Circulatory
no
normal
yes
yes
yes
[60-70)
10
51
0
12
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
4
2
0
18
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
43
1
16
0
2
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
2
27
1
15
0
3
0
Other
Diabetes
Circulatory
Other
no
no
no
yes
no
[70-80)
4
3
1
27
0
1
0
Missing
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
yes
[90-100)
7
66
1
16
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
2
3
0
9
3
0
0
Missing
Circulatory
Other
Diabetes
no
high
no
yes
no
[70-80)
3
41
0
13
0
2
0
Family/GeneralPractice
Other
Diabetes
Circulatory
no
high
yes
yes
yes
[70-80)
5
44
0
15
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[80-90)
2
28
0
12
0
1
0
Missing
Circulatory
Other
Other
no
no
no
yes
yes
[80-90)
4
40
0
18
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
1
35
0
11
0
0
0
Emergency/Trauma
Respiratory
Other
Circulatory
no
high
yes
yes
no
[70-80)
1
34
2
15
0
2
0
Missing
Other
Circulatory
Other
no
no
no
yes
yes
[70-80)
3
48
1
24
0
4
0
Missing
Circulatory
Other
Other
no
no
no
no
no
[70-80)
2
6
1
23
1
0
0
Other
Musculoskeletal
Diabetes
Musculoskeletal
no
no
yes
yes
no
[60-70)
2
40
6
19
1
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[70-80)
10
70
4
30
0
1
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes