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
37
3
7
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
14
42
3
13
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
yes
no
[90-100)
5
37
1
9
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
no
no
[80-90)
5
42
1
14
0
0
0
Cardiology
Other
Digestive
Other
no
no
no
no
no
[80-90)
6
63
0
18
0
2
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[40-50)
3
38
0
10
0
0
0
Emergency/Trauma
Diabetes
Other
Missing
no
no
yes
yes
no
[70-80)
4
55
1
19
0
4
0
Missing
Respiratory
Diabetes
Respiratory
no
no
yes
yes
yes
[80-90)
3
44
1
10
0
5
0
InternalMedicine
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[70-80)
7
53
2
16
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
2
61
0
14
0
0
0
Missing
Digestive
Respiratory
Diabetes
no
no
no
no
yes
[60-70)
10
47
6
61
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
3
54
0
15
0
1
0
Missing
Respiratory
Other
Diabetes
no
no
no
no
no
[40-50)
2
38
0
10
0
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[70-80)
3
67
0
15
0
1
1
Missing
Musculoskeletal
Circulatory
Other
no
no
no
yes
yes
[50-60)
1
41
6
18
0
0
0
Missing
Circulatory
Diabetes
Other
no
normal
yes
yes
no
[80-90)
6
48
0
11
0
0
0
Missing
Respiratory
Other
Other
no
no
no
no
yes
[90-100)
5
47
3
10
0
0
0
Surgery
Diabetes
Circulatory
Other
no
no
no
yes
no
[80-90)
3
16
3
11
0
2
0
Other
Other
Digestive
Other
high
no
no
yes
yes
[70-80)
1
26
0
6
1
2
0
Missing
Diabetes
Other
Other
no
no
no
no
no
[90-100)
2
20
1
12
0
0
0
Missing
Injury
Other
Other
no
normal
yes
yes
no
[70-80)
5
48
3
23
15
1
1
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
5
45
1
9
0
0
0
Emergency/Trauma
Musculoskeletal
Diabetes
Diabetes
no
high
yes
yes
yes
[80-90)
2
45
0
7
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
63
1
17
0
0
0
Missing
Other
Other
Injury
no
no
no
no
yes
[50-60)
4
14
1
10
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
6
56
1
15
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
no
yes
[60-70)
9
71
1
18
0
1
0
Emergency/Trauma
Other
Other
Other
no
high
yes
yes
yes
[80-90)
2
43
0
18
0
3
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[60-70)
4
62
1
11
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[70-80)
3
28
1
26
1
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
22
0
10
1
3
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
6
65
0
16
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
5
35
1
10
0
1
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
11
63
3
22
0
0
0
Missing
Injury
Other
Other
no
no
no
no
no
[70-80)
14
40
3
32
0
1
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
no
[70-80)
2
67
3
20
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
no
[50-60)
4
53
2
12
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
5
21
2
11
0
0
0
Surgery
Other
Other
Circulatory
no
no
no
no
no
[70-80)
10
50
0
9
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[70-80)
2
29
0
10
0
1
0
Emergency/Trauma
Diabetes
Other
Other
no
no
no
no
yes
[40-50)
1
36
1
13
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
1
38
6
16
0
0
0
Other
Circulatory
Injury
Circulatory
no
no
no
no
yes
[50-60)
3
52
1
14
0
3
0
Other
Other
Other
Other
no
high
no
no
no
[80-90)
3
63
0
12
0
0
0
Missing
Other
Other
Respiratory
no
no
no
no
no
[50-60)
6
52
0
21
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
yes
no
[50-60)
3
23
6
14
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
9
41
5
30
1
0
0
Missing
Digestive
Other
Other
no
no
no
yes
no
[70-80)
12
61
0
24
0
2
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
4
67
0
12
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
no
[70-80)
2
70
0
15
0
0
0
Missing
Circulatory
Other
Circulatory
no
normal
yes
yes
no
[80-90)
1
7
0
8
5
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
2
51
1
20
0
0
0
Other
Injury
Circulatory
Musculoskeletal
no
no
no
yes
yes
[60-70)
5
43
1
14
0
0
0
Surgery
Digestive
Diabetes
Other
no
high
yes
yes
no
[60-70)
2
36
1
7
0
3
0
Other
Other
Digestive
Other
no
no
no
no
yes
[50-60)
7
45
0
23
2
0
0
Emergency/Trauma
Respiratory
Diabetes
Circulatory
no
high
yes
yes
no
[70-80)
11
77
2
25
0
0
1
Emergency/Trauma
Injury
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
10
68
0
22
0
2
1
InternalMedicine
Respiratory
Respiratory
Respiratory
no
no
no
no
no
[50-60)
9
38
5
25
0
2
0
Other
Injury
Diabetes
Other
no
no
yes
yes
yes
[80-90)
13
76
0
24
1
3
0
Emergency/Trauma
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
1
9
1
17
1
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
yes
[80-90)
1
73
0
18
0
1
1
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
14
39
0
18
0
4
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
28
1
12
0
8
1
InternalMedicine
Digestive
Other
Circulatory
no
no
no
yes
yes
[50-60)
2
51
0
10
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
high
yes
yes
no
[80-90)
8
31
3
23
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
4
64
3
24
0
4
0
Missing
Musculoskeletal
Musculoskeletal
Circulatory
no
no
yes
yes
yes
[60-70)
12
66
3
15
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
no
[80-90)
5
28
0
13
2
0
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
no
no
yes
[50-60)
1
31
0
9
2
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
5
56
0
14
0
4
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
no
yes
yes
[50-60)
10
81
2
32
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
normal
no
no
yes
[50-60)
10
67
1
20
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[50-60)
4
53
0
26
1
0
0
Other
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[60-70)
3
1
5
21
0
1
0
Other
Circulatory
Circulatory
Injury
no
no
yes
yes
no
[60-70)
4
41
2
14
1
0
0
InternalMedicine
Digestive
Other
Other
no
no
yes
yes
no
[60-70)
4
36
0
14
0
1
0
InternalMedicine
Digestive
Digestive
Diabetes
no
high
no
yes
yes
[60-70)
4
29
2
29
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
yes
no
[80-90)
1
1
0
1
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
3
55
0
15
0
0
0
Missing
Other
Circulatory
Other
no
high
yes
yes
yes
[80-90)
6
68
0
11
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[70-80)
3
66
0
9
0
0
0
Missing
Other
Respiratory
Other
no
no
no
no
yes
[70-80)
3
18
1
7
0
3
1
Missing
Other
Other
Other
no
no
no
no
yes
[60-70)
1
11
0
12
2
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
6
52
1
24
1
3
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
yes
yes
no
[50-60)
6
32
6
23
0
0
0
Missing
Other
Injury
Digestive
no
no
yes
yes
yes
[40-50)
2
58
0
22
0
1
0
Missing
Respiratory
Other
Diabetes
no
high
yes
yes
yes
[70-80)
5
43
2
16
0
2
5
InternalMedicine
Digestive
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
4
46
1
8
0
2
0
Missing
Respiratory
Other
Other
no
no
no
no
no
[80-90)
4
53
0
11
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[50-60)
1
40
0
3
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
no
no
[50-60)
3
77
6
27
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
high
yes
yes
no
[60-70)
1
11
0
12
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
no
yes
yes
[40-50)
5
27
4
9
0
0
0
Emergency/Trauma
Digestive
Digestive
Digestive
no
no
no
yes
no
[60-70)
6
81
0
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
5
49
2
18
0
1
0
Cardiology
Digestive
Respiratory
Musculoskeletal
no
high
yes
yes
no
[50-60)
9
60
5
24
0
0
0
Other
Diabetes
Musculoskeletal
Other
no
no
no
no
yes
[80-90)
3
32
0
12
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
yes
[50-60)
7
85
6
26
0
2
0
Missing
Diabetes
Respiratory
Circulatory
no
no
no
yes
yes
[80-90)
4
67
3
19
0
3
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[70-80)
2
33
2
18
0
3
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes