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)
9
68
2
20
1
1
0
Surgery
Other
Other
Other
no
no
yes
yes
yes
[50-60)
11
59
0
15
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
6
11
0
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
2
54
0
26
1
1
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
2
29
0
21
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
high
yes
yes
yes
[70-80)
3
23
1
20
0
2
0
Other
Injury
Diabetes
Respiratory
no
no
no
yes
yes
[50-60)
4
24
3
35
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[50-60)
3
45
0
22
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
5
42
0
18
0
1
0
Other
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
3
51
0
17
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
2
62
0
8
0
1
0
Missing
Circulatory
Other
Circulatory
no
normal
no
yes
no
[40-50)
1
36
1
21
1
1
4
Surgery
Diabetes
Other
Other
no
high
yes
yes
yes
[70-80)
2
1
3
15
0
1
0
Surgery
Other
Other
Respiratory
no
no
no
no
yes
[60-70)
4
62
0
24
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
5
77
4
21
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
yes
yes
yes
[50-60)
10
45
1
22
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
no
[50-60)
3
41
0
17
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
2
1
1
19
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
6
45
4
15
0
2
0
Other
Other
Other
Diabetes
no
no
yes
yes
yes
[50-60)
1
39
0
9
0
1
1
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
3
39
0
11
0
1
0
Other
Other
Circulatory
Injury
no
no
no
yes
no
[60-70)
1
60
0
8
0
0
0
Missing
Musculoskeletal
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
20
1
14
1
0
0
Cardiology
Circulatory
Other
Other
no
no
yes
yes
yes
[60-70)
6
59
2
18
3
3
1
Missing
Circulatory
Diabetes
Respiratory
high
no
no
no
no
[50-60)
7
1
3
10
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
no
yes
[50-60)
5
81
3
16
0
5
1
Missing
Diabetes
Other
Other
no
no
no
yes
yes
[80-90)
4
40
0
12
0
1
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
no
no
no
[70-80)
2
17
0
18
3
4
0
Family/GeneralPractice
Circulatory
Other
Respiratory
normal
no
yes
yes
no
[70-80)
4
56
2
17
0
0
0
Family/GeneralPractice
Injury
Other
Injury
no
no
yes
yes
no
[50-60)
4
1
5
14
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Other
no
no
no
yes
no
[80-90)
3
50
2
12
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[60-70)
2
1
0
7
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
2
38
1
29
0
1
0
Other
Other
Other
Other
no
no
yes
yes
yes
[70-80)
3
68
0
12
0
0
0
Family/GeneralPractice
Digestive
Respiratory
Other
no
no
no
no
no
[80-90)
7
49
2
12
0
1
0
InternalMedicine
Other
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
7
69
1
15
0
4
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
no
[50-60)
7
47
1
32
0
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[70-80)
10
75
5
21
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Other
no
no
no
no
yes
[40-50)
1
57
0
7
0
0
0
Missing
Diabetes
Digestive
Respiratory
no
no
no
yes
no
[80-90)
3
41
0
16
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
no
[60-70)
7
24
3
20
1
0
5
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
yes
[80-90)
6
57
0
14
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
yes
yes
no
[50-60)
5
25
2
14
1
0
0
Surgery
Other
Other
Circulatory
no
no
no
yes
no
[70-80)
4
58
0
2
0
0
0
InternalMedicine
Other
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
3
33
3
28
0
4
4
Missing
Musculoskeletal
Other
Circulatory
no
no
no
yes
no
[70-80)
4
50
0
19
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
normal
no
yes
yes
[60-70)
2
26
3
24
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[70-80)
7
42
4
16
0
0
0
Family/GeneralPractice
Digestive
Digestive
Digestive
no
no
no
no
yes
[70-80)
2
60
0
11
0
0
0
InternalMedicine
Diabetes
Respiratory
Other
no
no
no
yes
yes
[50-60)
1
27
0
13
0
0
0
InternalMedicine
Circulatory
Other
Musculoskeletal
no
high
yes
yes
no
[90-100)
1
55
0
4
0
0
0
Emergency/Trauma
Circulatory
Diabetes
Circulatory
no
normal
no
yes
yes
[40-50)
6
63
0
19
0
1
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
4
55
0
12
1
1
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
no
[60-70)
1
12
3
9
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
no
yes
[90-100)
10
1
2
8
0
3
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
2
34
3
5
0
0
0
InternalMedicine
Injury
Digestive
Diabetes
no
no
no
no
no
[80-90)
2
5
1
9
0
0
1
Missing
Other
Respiratory
Respiratory
no
no
no
yes
yes
[60-70)
5
45
4
22
0
1
0
Missing
Other
Diabetes
Other
no
no
no
no
yes
[60-70)
1
51
1
9
0
0
0
Missing
Circulatory
Respiratory
Other
no
high
no
yes
no
[80-90)
3
22
0
4
1
0
0
Other
Other
Digestive
Other
normal
no
no
no
no
[60-70)
3
1
1
12
0
1
0
Surgery
Other
Other
Diabetes
no
no
yes
yes
yes
[40-50)
5
63
3
44
0
0
0
Missing
Circulatory
Other
Circulatory
no
normal
yes
yes
yes
[70-80)
3
42
0
16
0
1
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
5
10
1
8
0
2
0
Surgery
Other
Other
Diabetes
no
no
yes
yes
yes
[90-100)
3
43
0
20
1
0
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[50-60)
11
6
1
9
1
3
1
Family/GeneralPractice
Diabetes
Other
Other
no
no
no
yes
yes
[40-50)
3
51
0
18
0
1
5
Other
Other
Diabetes
Other
no
high
yes
yes
yes
[60-70)
1
31
0
13
1
5
1
Missing
Digestive
Other
Other
no
no
yes
yes
no
[70-80)
1
19
0
10
2
0
0
Family/GeneralPractice
Respiratory
Other
Circulatory
normal
no
yes
yes
yes
[80-90)
4
29
0
16
0
1
0
Surgery
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
1
32
6
18
1
1
0
Other
Circulatory
Other
Circulatory
no
no
yes
yes
no
[60-70)
6
55
1
20
1
5
1
Missing
Other
Other
Other
no
no
no
no
yes
[50-60)
5
68
6
23
0
1
0
Family/GeneralPractice
Digestive
Circulatory
Other
no
no
yes
yes
no
[60-70)
5
58
0
15
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
10
47
2
22
0
0
0
Surgery
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
10
108
3
26
0
0
1
Missing
Other
Circulatory
Respiratory
no
high
yes
yes
yes
[40-50)
8
73
3
25
0
1
0
Other
Injury
Other
Other
no
no
yes
yes
yes
[70-80)
3
45
2
11
0
1
0
InternalMedicine
Digestive
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
4
32
1
18
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
no
[40-50)
2
32
5
17
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
10
38
1
28
0
0
0
Missing
Other
Other
Other
no
high
yes
yes
no
[70-80)
8
41
1
18
0
1
0
Missing
Respiratory
Circulatory
Diabetes
no
no
no
no
yes
[80-90)
6
58
2
21
1
0
0
Missing
Digestive
Digestive
Other
no
high
no
yes
yes
[60-70)
1
37
3
20
1
3
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[60-70)
14
50
3
21
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[40-50)
4
32
1
9
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
no
yes
yes
[60-70)
1
28
6
11
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
7
54
1
31
5
0
1
Missing
Digestive
Other
Circulatory
no
high
no
no
yes
[60-70)
3
34
0
22
0
2
0
Missing
Diabetes
Respiratory
Circulatory
no
no
yes
yes
no
[60-70)
5
73
0
8
0
2
0
InternalMedicine
Other
Other
Other
high
no
no
yes
yes
[70-80)
8
22
4
12
0
1
0
Family/GeneralPractice
Other
Digestive
Circulatory
no
no
yes
yes
yes
[70-80)
2
70
3
12
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
59
2
22
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[60-70)
4
50
2
12
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
9
54
0
12
0
3
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[60-70)
2
30
1
14
1
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
high
yes
yes
no
[70-80)
4
21
1
13
0
0
0
Surgery
Other
Circulatory
Diabetes
no
no
no
no
no
[70-80)
8
39
5
15
0
0
0
Emergency/Trauma
Injury
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
4
4
2
25
0
1
0
Surgery
Musculoskeletal
Musculoskeletal
Musculoskeletal
no
no
no
no
no
[80-90)
1
39
2
15
3
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no