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
53
0
11
0
0
0
Missing
Injury
Other
Circulatory
no
no
no
no
no
[40-50)
9
38
3
34
0
1
0
Surgery
Diabetes
Other
Other
no
no
yes
yes
yes
[70-80)
2
51
1
17
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
1
30
3
21
0
0
1
Surgery
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[90-100)
6
43
0
14
0
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
no
[50-60)
2
37
0
16
0
0
0
InternalMedicine
Respiratory
Other
Circulatory
no
no
yes
yes
no
[70-80)
7
60
0
22
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
64
0
11
0
0
0
InternalMedicine
Other
Respiratory
Other
no
no
no
no
no
[60-70)
8
79
6
29
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
no
[70-80)
1
19
2
2
0
0
0
Other
Other
Other
Other
no
no
no
no
no
[80-90)
9
30
6
11
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[80-90)
8
70
0
26
2
0
0
Missing
Other
Respiratory
Circulatory
no
high
yes
yes
no
[60-70)
3
44
1
18
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
no
[70-80)
7
38
0
11
0
2
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[60-70)
5
53
0
8
0
2
1
Missing
Other
Other
Injury
no
no
no
yes
yes
[50-60)
2
58
1
19
1
3
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
1
10
2
19
0
3
0
Missing
Circulatory
Other
Other
no
no
no
no
yes
[70-80)
3
23
1
12
0
1
0
Missing
Circulatory
Other
Other
no
no
no
no
yes
[80-90)
14
68
5
18
0
0
0
Surgery
Diabetes
Circulatory
Other
no
high
no
yes
yes
[70-80)
5
88
0
21
0
1
0
InternalMedicine
Other
Circulatory
Digestive
no
no
yes
yes
yes
[80-90)
1
3
1
19
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
10
44
1
31
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
5
66
3
29
0
0
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
yes
yes
no
[80-90)
8
58
3
36
0
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
7
75
2
20
0
1
0
Emergency/Trauma
Digestive
Digestive
Circulatory
no
no
yes
yes
no
[50-60)
4
1
0
11
0
2
0
Missing
Other
Other
Other
no
no
no
yes
yes
[60-70)
7
57
0
14
0
1
0
Surgery
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
4
62
2
20
0
0
1
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
7
73
0
23
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[60-70)
3
18
0
6
0
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
no
[40-50)
5
21
0
20
0
0
2
Family/GeneralPractice
Diabetes
Other
Other
high
no
yes
yes
yes
[70-80)
7
41
0
12
0
1
0
Other
Circulatory
Circulatory
Other
no
no
no
no
no
[80-90)
8
56
0
6
0
0
0
Surgery
Injury
Other
Other
no
no
no
yes
no
[70-80)
3
42
0
12
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
7
34
0
12
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[70-80)
2
35
1
25
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
5
41
6
31
1
2
0
Other
Injury
Digestive
Circulatory
no
no
no
no
yes
[70-80)
2
31
0
12
0
1
0
Cardiology
Other
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
5
52
1
20
0
0
0
InternalMedicine
Digestive
Diabetes
Other
normal
no
no
no
yes
[40-50)
3
57
3
13
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
normal
normal
no
no
yes
[70-80)
9
23
6
22
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
1
50
0
6
0
0
0
Emergency/Trauma
Digestive
Digestive
Other
no
no
yes
yes
no
[50-60)
11
36
4
22
0
2
0
Surgery
Injury
Other
Other
no
no
no
yes
yes
[70-80)
1
20
3
5
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
2
22
1
20
0
1
0
Other
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
52
3
13
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
7
45
4
21
0
15
0
Surgery
Injury
Other
Circulatory
no
high
no
yes
yes
[50-60)
2
25
3
11
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
2
84
0
19
0
0
0
Missing
Other
Injury
Circulatory
no
no
no
yes
no
[80-90)
10
54
3
17
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
60
0
8
0
1
0
Missing
Other
Diabetes
Other
no
high
no
yes
no
[60-70)
2
45
0
11
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
4
30
0
18
0
2
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[60-70)
1
37
3
15
0
0
0
Missing
Digestive
Other
Other
no
no
no
yes
no
[70-80)
7
1
5
4
0
0
0
Missing
Other
Other
Injury
no
no
no
yes
yes
[80-90)
6
42
1
3
0
1
0
Missing
Injury
Respiratory
Circulatory
no
no
no
no
no
[50-60)
1
7
0
6
1
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[40-50)
10
83
1
27
0
0
0
InternalMedicine
Other
Circulatory
Other
no
no
no
yes
no
[70-80)
2
40
0
7
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
yes
[80-90)
3
39
0
13
0
0
0
InternalMedicine
Diabetes
Other
Other
no
high
yes
yes
no
[70-80)
4
10
2
16
0
1
0
Other
Injury
Other
Circulatory
normal
no
yes
yes
no
[60-70)
2
45
0
11
0
3
1
Emergency/Trauma
Digestive
Respiratory
Respiratory
no
no
no
yes
yes
[60-70)
6
48
3
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[70-80)
2
50
0
9
0
4
0
Family/GeneralPractice
Other
Diabetes
Circulatory
no
no
no
no
yes
[80-90)
6
55
4
28
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
no
yes
no
[50-60)
2
53
0
5
1
0
0
Family/GeneralPractice
Digestive
Circulatory
Respiratory
no
no
no
no
no
[90-100)
5
44
0
16
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[50-60)
5
67
0
19
0
1
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[50-60)
1
19
1
6
0
0
1
Missing
Other
Other
Musculoskeletal
no
no
yes
yes
yes
[80-90)
1
67
0
7
0
0
0
Missing
Circulatory
Other
Musculoskeletal
no
no
no
no
no
[90-100)
7
46
0
14
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
3
51
4
25
0
0
1
Surgery
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
2
50
3
15
0
1
0
Emergency/Trauma
Respiratory
Diabetes
Other
no
high
yes
yes
yes
[70-80)
1
24
6
22
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
2
45
0
8
0
2
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
8
72
2
21
3
0
1
Missing
Diabetes
Other
Other
high
no
no
no
yes
[80-90)
5
55
0
9
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[40-50)
11
44
3
30
0
4
7
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
6
64
1
38
0
0
0
InternalMedicine
Circulatory
Other
Respiratory
no
high
yes
yes
no
[50-60)
3
68
0
18
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
no
no
[70-80)
2
64
0
9
0
1
0
Family/GeneralPractice
Other
Other
Diabetes
no
high
yes
yes
no
[70-80)
4
59
0
6
0
0
0
InternalMedicine
Other
Diabetes
Missing
no
no
no
yes
yes
[50-60)
4
40
0
24
1
0
0
Missing
Circulatory
Circulatory
Respiratory
no
high
yes
yes
yes
[80-90)
1
49
0
16
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
yes
yes
no
[50-60)
8
101
2
24
0
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[70-80)
6
43
1
27
0
0
2
Cardiology
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
1
46
0
15
2
1
0
Missing
Circulatory
Other
Circulatory
no
high
yes
yes
yes
[70-80)
2
52
1
15
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
1
45
2
16
0
1
0
Surgery
Other
Musculoskeletal
Musculoskeletal
no
no
no
yes
yes
[60-70)
2
57
1
15
3
0
1
Missing
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[70-80)
12
39
5
32
0
0
0
Missing
Circulatory
Circulatory
Injury
no
no
yes
yes
yes
[90-100)
5
46
0
12
0
2
0
Missing
Other
Other
Respiratory
no
no
no
yes
yes
[60-70)
5
30
0
19
0
0
0
Missing
Diabetes
Other
Other
no
no
no
no
yes
[60-70)
4
54
3
29
0
2
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[70-80)
6
49
3
17
0
2
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[70-80)
4
56
0
14
1
0
1
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[70-80)
4
63
0
16
0
0
0
Missing
Circulatory
Other
Other
no
no
no
yes
no
[60-70)
1
37
1
20
0
0
0
Missing
Digestive
Circulatory
Digestive
no
no
no
yes
no
[60-70)
4
43
1
11
0
0
0
Other
Diabetes
Circulatory
Circulatory
no
no
no
no
no
[50-60)
3
38
0
10
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes