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
[70-80)
4
25
1
30
0
2
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
5
48
0
18
2
0
0
Missing
Respiratory
Musculoskeletal
Other
no
no
no
no
no
[70-80)
1
20
3
20
0
1
0
Surgery
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[60-70)
7
58
0
23
0
0
0
InternalMedicine
Other
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
7
1
0
9
0
0
1
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
5
44
1
19
0
0
0
Other
Injury
Other
Diabetes
no
no
yes
yes
yes
[70-80)
7
50
3
51
0
0
0
Surgery
Circulatory
Circulatory
Other
no
no
yes
yes
no
[90-100)
8
39
3
15
0
2
0
InternalMedicine
Injury
Circulatory
Injury
no
no
no
yes
no
[80-90)
4
16
0
23
0
0
0
Missing
Respiratory
Other
Circulatory
high
no
yes
yes
no
[60-70)
3
46
1
25
3
0
0
Missing
Other
Other
Other
no
no
no
yes
yes
[70-80)
1
20
1
14
0
1
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
1
19
0
10
1
3
0
Other
Respiratory
Diabetes
Other
normal
no
no
yes
yes
[80-90)
7
57
6
21
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[80-90)
13
60
0
7
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
26
2
11
0
0
0
Missing
Other
Circulatory
Digestive
no
no
no
yes
no
[70-80)
9
71
2
34
0
2
0
Missing
Circulatory
Digestive
Other
no
no
yes
yes
yes
[60-70)
10
49
6
38
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
high
no
yes
no
[40-50)
5
41
1
10
0
0
0
Missing
Diabetes
Musculoskeletal
Other
no
no
yes
yes
yes
[90-100)
6
54
0
18
0
0
0
Cardiology
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
4
18
0
8
0
4
3
Emergency/Trauma
Other
Digestive
Digestive
no
no
yes
yes
yes
[80-90)
13
31
3
20
0
1
0
Cardiology
Other
Other
Circulatory
no
no
no
no
no
[40-50)
5
38
0
14
0
0
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
no
[40-50)
8
36
2
24
0
0
0
Family/GeneralPractice
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
4
45
2
21
0
2
0
Other
Injury
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
8
70
3
20
0
0
0
Missing
Injury
Other
Circulatory
no
high
yes
yes
yes
[50-60)
3
54
1
30
0
0
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[70-80)
4
30
0
15
0
0
0
Missing
Respiratory
Musculoskeletal
Diabetes
no
no
yes
yes
no
[80-90)
3
47
0
6
1
1
0
Missing
Other
Diabetes
Circulatory
no
normal
no
no
yes
[70-80)
12
36
0
14
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Respiratory
no
no
no
yes
yes
[50-60)
5
45
0
6
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
no
[80-90)
1
19
0
7
0
0
0
Missing
Respiratory
Respiratory
Other
high
no
no
no
no
[40-50)
1
35
0
3
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
13
46
2
14
0
1
0
InternalMedicine
Other
Other
Digestive
no
no
no
no
yes
[60-70)
1
41
0
12
0
1
0
Missing
Other
Other
Other
no
no
no
no
yes
[70-80)
4
39
6
17
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[40-50)
2
58
0
9
0
1
4
Missing
Circulatory
Other
Other
no
no
no
yes
yes
[40-50)
2
12
0
9
0
0
0
InternalMedicine
Respiratory
Diabetes
Digestive
no
no
no
no
yes
[70-80)
14
70
4
35
2
1
0
Other
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[70-80)
3
49
1
20
0
0
0
Other
Musculoskeletal
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
3
65
3
14
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
no
yes
yes
[40-50)
4
35
3
14
2
5
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[40-50)
5
81
1
22
1
1
0
Surgery
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[60-70)
3
60
1
31
0
0
0
Missing
Other
Injury
Circulatory
no
no
yes
yes
no
[80-90)
3
41
0
8
0
2
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
4
37
0
14
0
2
0
Other
Respiratory
Other
Other
no
no
yes
yes
yes
[60-70)
11
65
2
25
0
0
0
Missing
Respiratory
Other
Other
no
no
no
no
yes
[40-50)
4
28
2
21
1
2
0
Surgery
Other
Other
Diabetes
no
no
no
yes
no
[60-70)
3
59
4
12
0
0
0
InternalMedicine
Respiratory
Other
Circulatory
no
high
yes
yes
no
[80-90)
3
38
1
33
1
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
3
44
2
25
1
2
0
Other
Injury
Other
Other
no
no
no
yes
yes
[50-60)
3
70
1
14
0
0
0
InternalMedicine
Diabetes
Other
Circulatory
no
high
yes
yes
yes
[80-90)
5
45
0
11
0
1
0
Missing
Diabetes
Other
Circulatory
no
normal
yes
yes
yes
[60-70)
4
32
3
26
1
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
yes
[70-80)
3
19
1
6
0
0
0
Other
Other
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
2
45
0
13
2
1
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
yes
yes
no
[80-90)
2
47
0
8
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
yes
yes
no
[60-70)
4
54
0
17
1
1
2
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[60-70)
1
57
0
3
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
normal
no
yes
yes
[50-60)
3
4
0
10
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
1
53
1
19
0
0
0
Other
Digestive
Diabetes
Digestive
no
no
yes
yes
no
[70-80)
4
24
0
9
0
1
0
InternalMedicine
Injury
Other
Circulatory
no
no
no
no
no
[50-60)
5
79
4
43
0
3
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
yes
[70-80)
1
22
6
14
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[40-50)
6
66
6
32
0
1
0
Missing
Digestive
Other
Circulatory
no
normal
no
yes
no
[70-80)
9
55
2
18
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[80-90)
5
1
0
15
1
1
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[40-50)
5
45
4
9
0
0
0
Family/GeneralPractice
Diabetes
Other
Circulatory
no
high
yes
yes
no
[40-50)
5
21
1
33
0
0
0
Missing
Digestive
Diabetes
Respiratory
no
no
yes
yes
yes
[80-90)
7
41
2
32
0
0
0
Other
Musculoskeletal
Other
Injury
no
no
yes
yes
no
[80-90)
5
64
2
24
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
6
73
0
12
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
3
61
0
15
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
no
no
no
[50-60)
6
60
3
22
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[40-50)
2
70
1
11
1
1
2
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
4
54
2
12
0
0
0
InternalMedicine
Respiratory
Other
Digestive
no
no
yes
yes
no
[40-50)
10
41
1
18
0
2
0
Family/GeneralPractice
Musculoskeletal
Other
Musculoskeletal
no
no
yes
yes
no
[70-80)
7
25
2
14
0
1
0
Surgery
Digestive
Other
Diabetes
high
no
no
no
yes
[50-60)
1
4
0
8
1
1
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
no
[50-60)
8
48
3
27
2
3
0
Other
Other
Respiratory
Respiratory
no
no
yes
yes
yes
[70-80)
9
58
1
8
0
0
0
Missing
Injury
Injury
Injury
no
no
no
no
no
[70-80)
2
42
0
17
0
2
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
4
47
0
4
0
4
0
Missing
Other
Other
Other
no
no
no
yes
no
[50-60)
3
67
0
13
0
0
0
Missing
Diabetes
Other
Respiratory
no
high
yes
yes
no
[60-70)
2
2
0
9
0
2
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[80-90)
5
72
2
47
1
2
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
4
63
0
15
0
1
0
Family/GeneralPractice
Injury
Circulatory
Other
no
no
no
yes
yes
[90-100)
1
33
0
5
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[40-50)
6
42
2
19
0
1
0
Family/GeneralPractice
Other
Circulatory
Diabetes
no
high
yes
yes
yes
[60-70)
2
75
0
20
0
0
0
InternalMedicine
Other
Other
Diabetes
no
high
no
yes
yes
[50-60)
2
45
0
12
0
2
0
Other
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
7
24
1
20
0
0
0
Missing
Respiratory
Respiratory
Respiratory
high
no
yes
yes
yes
[80-90)
7
44
0
23
0
0
0
Missing
Other
Respiratory
Respiratory
no
no
yes
yes
no
[60-70)
3
9
0
14
0
1
0
Family/GeneralPractice
Respiratory
Other
Circulatory
normal
no
no
yes
no
[80-90)
1
45
0
6
1
2
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
6
52
2
19
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
high
yes
yes
no
[60-70)
7
76
6
28
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[80-90)
8
20
0
13
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
1
39
0
3
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
no
yes
[60-70)
2
60
2
20
1
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
5
21
1
24
1
0
0
Other
Musculoskeletal
Other
Circulatory
no
no
no
yes
yes