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)
2
40
0
9
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[50-60)
2
48
0
8
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
high
no
yes
no
[70-80)
2
13
0
13
0
0
0
Cardiology
Injury
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
4
47
0
19
0
0
0
Missing
Other
Circulatory
Diabetes
no
high
yes
yes
no
[60-70)
4
47
1
16
0
0
0
Family/GeneralPractice
Injury
Other
Other
no
high
yes
yes
no
[80-90)
4
70
0
6
0
7
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
7
58
1
6
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
no
no
[70-80)
7
60
0
19
0
0
0
InternalMedicine
Musculoskeletal
Circulatory
Other
no
no
no
no
no
[70-80)
1
1
1
10
3
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
2
57
0
6
0
0
0
Missing
Other
Musculoskeletal
Musculoskeletal
no
normal
no
no
no
[50-60)
2
12
2
7
2
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[80-90)
3
52
1
6
0
0
0
Emergency/Trauma
Other
Musculoskeletal
Musculoskeletal
no
no
no
no
no
[60-70)
1
40
0
13
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[90-100)
4
39
0
9
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
3
72
0
17
0
0
2
Family/GeneralPractice
Diabetes
Circulatory
Other
no
normal
yes
yes
yes
[70-80)
4
2
0
6
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[60-70)
8
74
4
23
1
2
0
Missing
Circulatory
Other
Circulatory
no
normal
no
yes
yes
[60-70)
2
2
2
2
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
no
[60-70)
6
43
1
12
0
0
1
Family/GeneralPractice
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[80-90)
10
54
0
27
0
1
1
Missing
Digestive
Other
Other
no
no
yes
yes
no
[60-70)
2
52
0
5
5
1
0
Missing
Diabetes
Musculoskeletal
Musculoskeletal
no
no
no
no
no
[60-70)
4
59
0
14
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[60-70)
3
43
0
14
0
2
0
Missing
Digestive
Other
Other
no
no
yes
yes
no
[70-80)
2
45
3
14
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
yes
[90-100)
3
18
0
16
0
1
0
Missing
Injury
Other
Other
normal
no
no
no
yes
[60-70)
6
63
0
27
0
2
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
3
51
3
24
0
0
0
InternalMedicine
Digestive
Circulatory
Other
no
no
no
yes
no
[80-90)
3
61
0
19
4
0
0
Missing
Other
Other
Circulatory
no
normal
yes
yes
yes
[90-100)
11
65
1
36
0
1
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
4
58
4
19
0
0
0
Family/GeneralPractice
Musculoskeletal
Other
Circulatory
no
no
no
yes
yes
[70-80)
11
54
5
28
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
76
0
16
0
0
0
Family/GeneralPractice
Digestive
Digestive
Other
no
high
yes
yes
no
[70-80)
1
44
5
15
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[50-60)
2
4
3
19
0
3
1
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
1
30
0
14
2
2
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[50-60)
1
7
0
10
1
1
0
Missing
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
5
44
3
21
1
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
2
30
0
4
0
0
0
Missing
Digestive
Other
Other
no
no
no
yes
yes
[60-70)
3
53
0
20
1
6
1
Missing
Other
Other
Other
no
no
no
yes
yes
[40-50)
3
54
3
27
0
2
0
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
2
63
0
15
0
0
0
Missing
Respiratory
Other
Other
no
no
no
no
no
[70-80)
13
49
6
31
0
0
0
InternalMedicine
Musculoskeletal
Other
Other
no
no
yes
yes
no
[60-70)
2
67
1
6
0
0
0
InternalMedicine
Other
Circulatory
Injury
no
no
no
no
no
[60-70)
7
18
0
15
2
1
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[50-60)
6
43
4
21
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
48
4
24
1
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
high
yes
yes
no
[60-70)
7
42
0
19
0
1
1
Other
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[80-90)
6
83
0
17
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
no
[60-70)
2
22
1
10
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
no
yes
no
[80-90)
1
25
0
8
0
0
0
Missing
Circulatory
Other
Circulatory
high
no
yes
yes
yes
[80-90)
2
45
0
16
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
6
44
1
15
0
2
0
Surgery
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
2
30
0
10
0
1
0
InternalMedicine
Digestive
Other
Circulatory
no
no
no
yes
no
[60-70)
1
65
5
7
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[60-70)
5
67
2
10
0
0
0
Missing
Other
Other
Musculoskeletal
no
no
yes
yes
no
[40-50)
5
72
1
15
4
5
0
Missing
Diabetes
Other
Other
high
no
no
no
yes
[50-60)
4
32
0
13
0
0
0
Emergency/Trauma
Other
Circulatory
Other
no
no
no
no
yes
[50-60)
7
37
1
28
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
no
[40-50)
10
39
1
29
2
2
0
Other
Injury
Other
Other
no
no
yes
yes
yes
[70-80)
6
76
2
14
0
1
0
Missing
Respiratory
Other
Circulatory
no
normal
no
no
yes
[70-80)
1
43
0
7
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
no
no
[60-70)
5
73
0
11
1
0
0
Missing
Other
Other
Other
no
normal
no
yes
yes
[40-50)
1
14
0
4
0
1
0
InternalMedicine
Respiratory
Other
Circulatory
no
high
no
no
no
[90-100)
5
35
0
11
2
0
0
Family/GeneralPractice
Other
Musculoskeletal
Other
no
no
no
yes
no
[40-50)
3
51
3
9
0
2
0
InternalMedicine
Respiratory
Circulatory
Other
no
high
no
no
yes
[70-80)
3
62
0
23
1
0
0
Missing
Injury
Digestive
Other
no
no
yes
yes
yes
[60-70)
2
46
1
4
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
no
yes
no
[50-60)
2
67
0
22
2
2
0
Missing
Respiratory
Other
Other
no
normal
yes
yes
yes
[60-70)
4
23
0
15
4
1
0
Other
Other
Other
Other
normal
no
yes
yes
yes
[40-50)
3
35
0
14
0
1
0
Other
Other
Other
Other
no
no
yes
yes
yes
[80-90)
4
47
0
11
1
2
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
yes
yes
[80-90)
4
65
0
13
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
normal
no
no
yes
[60-70)
6
39
2
26
0
2
0
Family/GeneralPractice
Circulatory
Other
Circulatory
no
no
no
yes
no
[80-90)
3
56
1
14
0
0
0
Other
Respiratory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
2
40
1
14
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
5
32
3
8
0
0
0
Surgery
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[80-90)
10
53
0
11
0
0
0
Family/GeneralPractice
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
8
45
0
18
0
0
0
InternalMedicine
Respiratory
Other
Circulatory
no
no
no
yes
no
[70-80)
6
48
0
18
0
1
0
InternalMedicine
Other
Other
Other
no
no
no
yes
yes
[60-70)
5
49
0
25
2
1
0
Missing
Other
Respiratory
Diabetes
no
no
yes
yes
yes
[50-60)
11
25
0
16
0
6
0
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[60-70)
8
35
0
7
0
9
1
Surgery
Injury
Other
Other
no
no
yes
yes
no
[80-90)
6
81
0
18
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[40-50)
3
64
0
16
0
0
0
Missing
Other
Diabetes
Circulatory
no
normal
yes
yes
yes
[50-60)
2
34
0
13
3
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
yes
[70-80)
1
38
2
5
0
0
0
Surgery
Digestive
Digestive
Diabetes
no
no
no
no
no
[60-70)
8
40
0
11
0
0
0
Surgery
Injury
Injury
Injury
no
no
no
no
no
[80-90)
3
56
0
9
1
1
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
yes
[80-90)
3
45
0
10
18
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
45
0
22
0
0
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[80-90)
3
62
1
12
0
0
0
InternalMedicine
Other
Other
Circulatory
normal
high
no
no
yes
[40-50)
7
61
0
10
0
0
0
Other
Other
Other
Other
no
no
no
yes
yes
[60-70)
5
14
2
34
0
0
0
Missing
Musculoskeletal
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
5
69
1
15
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
yes
no
[80-90)
3
57
0
25
0
1
2
Family/GeneralPractice
Circulatory
Respiratory
Respiratory
no
no
yes
yes
yes
[60-70)
8
58
4
18
0
0
0
Emergency/Trauma
Other
Circulatory
Other
no
high
yes
yes
no
[70-80)
9
48
0
11
0
1
0
Other
Other
Circulatory
Other
no
no
no
no
no
[60-70)
3
1
0
12
0
0
0
Missing
Other
Other
Respiratory
no
no
no
yes
no
[40-50)
1
64
0
5
0
0
0
Other
Respiratory
Digestive
Diabetes
no
high
yes
yes
no
[50-60)
8
64
0
9
0
1
0
Other
Other
Circulatory
Other
no
no
no
no
no