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
[60-70)
2
58
0
17
2
1
1
Missing
Injury
Respiratory
Respiratory
no
no
no
yes
no
[70-80)
10
73
2
22
0
0
0
Emergency/Trauma
Diabetes
Respiratory
Respiratory
no
no
yes
yes
no
[60-70)
1
20
0
4
0
2
0
Missing
Other
Other
Circulatory
no
no
no
yes
yes
[60-70)
2
42
2
12
0
0
0
Missing
Injury
Other
Diabetes
no
no
no
yes
no
[70-80)
3
59
1
17
0
0
0
Other
Musculoskeletal
Other
Other
no
no
no
yes
no
[60-70)
2
16
2
8
2
0
0
Missing
Other
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
3
36
2
16
0
0
0
Surgery
Digestive
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
7
46
0
17
0
0
0
InternalMedicine
Other
Other
Respiratory
no
no
yes
yes
yes
[50-60)
4
70
3
22
1
0
0
Family/GeneralPractice
Other
Injury
Respiratory
no
no
yes
yes
no
[80-90)
3
57
0
7
0
2
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[80-90)
4
53
0
9
0
0
0
Missing
Other
Circulatory
Other
no
no
yes
yes
yes
[70-80)
4
53
3
16
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
13
50
0
23
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[40-50)
1
43
1
9
0
0
0
InternalMedicine
Circulatory
Respiratory
Diabetes
no
no
no
no
no
[40-50)
14
74
6
64
0
0
0
Cardiology
Circulatory
Circulatory
Injury
no
no
yes
yes
yes
[60-70)
1
31
1
4
0
0
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[60-70)
3
60
0
20
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
3
34
1
12
0
0
0
Other
Other
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
5
55
1
21
1
0
1
Missing
Digestive
Other
Other
no
no
no
yes
yes
[70-80)
7
31
0
25
0
3
0
Cardiology
Respiratory
Circulatory
Other
no
no
no
yes
yes
[40-50)
1
33
6
19
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
7
85
1
18
0
0
2
InternalMedicine
Other
Other
Circulatory
no
normal
yes
yes
no
[60-70)
11
48
0
13
0
0
0
Other
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
9
56
1
16
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
5
47
0
7
1
1
0
InternalMedicine
Other
Other
Other
no
no
no
no
yes
[60-70)
8
23
2
11
0
2
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
3
40
0
18
1
0
1
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
no
[50-60)
4
33
1
15
0
1
0
Missing
Digestive
Other
Diabetes
no
no
no
yes
yes
[60-70)
13
54
0
35
0
1
0
Emergency/Trauma
Circulatory
Respiratory
Respiratory
no
high
yes
yes
yes
[70-80)
1
60
0
13
0
3
1
Missing
Digestive
Respiratory
Diabetes
no
no
no
yes
yes
[60-70)
3
76
3
24
0
4
1
Missing
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[50-60)
12
36
2
27
0
0
0
Other
Other
Circulatory
Other
no
no
yes
yes
yes
[60-70)
4
31
2
14
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
2
74
3
25
0
2
3
Missing
Circulatory
Circulatory
Diabetes
no
high
yes
yes
yes
[70-80)
14
57
2
15
5
1
0
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
3
60
0
8
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
no
yes
yes
[70-80)
6
32
2
21
0
0
0
Other
Injury
Other
Other
no
no
no
no
yes
[60-70)
6
64
0
21
3
1
4
Emergency/Trauma
Other
Other
Diabetes
no
no
yes
yes
no
[80-90)
3
23
2
26
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
5
2
0
20
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
1
19
1
7
0
0
0
Surgery
Digestive
Digestive
Diabetes
no
no
no
no
no
[80-90)
4
55
1
16
0
1
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[80-90)
3
63
0
17
0
0
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[50-60)
3
60
0
19
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
2
1
2
16
3
1
0
Missing
Injury
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
5
16
0
9
0
0
0
Family/GeneralPractice
Other
Diabetes
Other
normal
no
yes
yes
no
[70-80)
14
20
0
19
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
4
52
2
25
0
0
0
Missing
Digestive
Digestive
Digestive
no
no
no
yes
no
[70-80)
3
53
1
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
2
43
6
22
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
5
44
3
20
0
0
0
Surgery
Digestive
Respiratory
Digestive
no
no
yes
yes
no
[50-60)
2
10
0
7
0
0
0
Missing
Circulatory
Other
Other
no
no
no
yes
no
[60-70)
1
28
0
5
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
9
42
3
14
0
2
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
4
60
3
31
0
0
0
Missing
Digestive
Injury
Respiratory
no
no
yes
yes
yes
[80-90)
1
39
0
3
0
0
0
Missing
Diabetes
Circulatory
Missing
no
no
no
yes
yes
[70-80)
8
109
6
36
0
0
0
Emergency/Trauma
Circulatory
Diabetes
Other
no
high
yes
yes
no
[40-50)
8
75
3
20
0
0
0
Missing
Other
Other
Respiratory
no
no
no
no
yes
[70-80)
2
75
1
11
2
0
0
InternalMedicine
Other
Other
Circulatory
no
no
yes
yes
yes
[70-80)
1
54
0
9
0
1
0
Missing
Diabetes
Circulatory
Other
no
no
no
yes
yes
[60-70)
5
54
0
29
5
1
3
Missing
Other
Other
Diabetes
no
no
no
no
no
[50-60)
5
34
2
12
0
0
0
InternalMedicine
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[70-80)
2
56
0
17
1
2
0
Missing
Other
Digestive
Respiratory
no
no
no
yes
yes
[80-90)
7
63
0
9
0
3
0
Missing
Other
Other
Other
normal
high
yes
yes
no
[60-70)
8
29
0
13
0
0
0
Cardiology
Other
Other
Diabetes
no
no
yes
yes
yes
[80-90)
2
2
0
13
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
1
21
0
14
0
2
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
1
17
0
12
0
2
1
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
3
60
2
20
0
1
1
Other
Musculoskeletal
Circulatory
Other
no
no
yes
yes
yes
[60-70)
4
35
4
18
0
0
0
Other
Musculoskeletal
Musculoskeletal
Musculoskeletal
no
no
no
yes
no
[70-80)
3
50
2
13
0
0
1
InternalMedicine
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
5
41
2
25
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
yes
yes
no
[40-50)
3
53
0
20
0
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[50-60)
11
48
6
29
0
5
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[70-80)
3
41
0
11
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
26
0
19
0
0
2
Missing
Respiratory
Circulatory
Circulatory
normal
no
yes
yes
no
[50-60)
6
47
0
21
1
7
3
Missing
Digestive
Other
Other
no
no
no
yes
yes
[70-80)
3
101
2
19
0
1
0
InternalMedicine
Digestive
Circulatory
Circulatory
no
high
no
no
no
[70-80)
1
12
1
9
0
0
0
Surgery
Diabetes
Other
Circulatory
no
no
no
yes
yes
[60-70)
1
33
1
12
0
0
0
Other
Musculoskeletal
Diabetes
Missing
no
no
yes
yes
no
[60-70)
1
43
6
12
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[60-70)
2
40
2
10
0
0
0
Missing
Injury
Circulatory
Other
no
no
no
yes
no
[60-70)
12
68
4
20
0
0
0
Missing
Circulatory
Other
Circulatory
no
normal
yes
yes
no
[80-90)
4
56
0
15
0
0
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
no
yes
no
[70-80)
5
1
0
8
0
0
0
Emergency/Trauma
Digestive
Circulatory
Other
no
no
no
no
no
[50-60)
1
11
3
16
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
yes
[40-50)
4
49
2
21
1
1
1
Other
Musculoskeletal
Injury
Other
no
no
yes
yes
yes
[70-80)
12
43
0
17
2
4
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
9
63
3
17
3
0
1
Missing
Circulatory
Other
Diabetes
no
no
no
yes
no
[60-70)
5
26
2
6
0
1
0
Missing
Diabetes
Other
Other
no
no
no
no
yes
[40-50)
4
58
0
31
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
4
4
3
13
0
0
0
Missing
Injury
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
5
60
1
9
0
1
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
no
[60-70)
1
30
6
6
2
1
0
Cardiology
Circulatory
Musculoskeletal
Other
no
no
yes
yes
no
[50-60)
6
71
3
20
0
0
0
Surgery
Circulatory
Circulatory
Other
no
no
no
yes
no
[50-60)
11
51
3
30
0
5
0
Missing
Other
Diabetes
Other
no
no
no
yes
yes
[40-50)
8
70
3
38
0
0
0
Surgery
Diabetes
Circulatory
Respiratory
no
high
no
yes
no
[60-70)
1
28
0
7
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
no
[50-60)
4
1
3
20
1
3
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[60-70)
9
59
3
30
0
0
0
Surgery
Other
Circulatory
Diabetes
no
normal
yes
yes
no