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
[50-60)
3
33
3
12
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
yes
[70-80)
8
62
4
17
0
1
0
Missing
Other
Circulatory
Digestive
no
no
no
no
no
[90-100)
8
66
0
7
0
0
0
InternalMedicine
Circulatory
Other
Other
no
normal
no
no
yes
[60-70)
7
31
2
27
1
0
0
Surgery
Digestive
Digestive
Other
no
no
no
no
no
[50-60)
2
5
2
18
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
1
40
0
15
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
normal
yes
yes
yes
[70-80)
10
63
0
24
0
3
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[70-80)
2
53
0
17
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
high
no
yes
yes
[40-50)
4
42
0
10
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
1
14
0
9
1
0
0
Cardiology
Circulatory
Diabetes
Other
no
no
yes
yes
no
[60-70)
1
48
0
15
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
3
60
0
16
0
0
0
InternalMedicine
Respiratory
Respiratory
Other
no
no
yes
yes
no
[60-70)
2
62
2
21
0
0
0
Surgery
Other
Circulatory
Musculoskeletal
no
normal
yes
yes
yes
[80-90)
9
28
3
25
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
5
54
1
17
3
0
0
Missing
Other
Injury
Other
no
no
no
yes
no
[70-80)
11
41
1
15
0
1
0
InternalMedicine
Other
Injury
Other
no
normal
no
yes
no
[50-60)
3
36
0
19
0
1
1
Missing
Circulatory
Other
Respiratory
no
no
yes
yes
no
[70-80)
3
51
3
21
3
0
0
Missing
Musculoskeletal
Other
Musculoskeletal
no
no
yes
yes
yes
[50-60)
3
51
6
17
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[40-50)
2
50
0
7
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
no
yes
[70-80)
4
45
0
8
0
2
0
Missing
Other
Circulatory
Diabetes
no
high
yes
yes
yes
[50-60)
3
51
1
7
0
0
0
Missing
Injury
Respiratory
Other
no
no
no
yes
no
[70-80)
3
37
2
9
0
0
0
Other
Digestive
Other
Other
no
no
no
yes
yes
[60-70)
4
57
0
20
0
0
0
Missing
Diabetes
Circulatory
Other
no
high
yes
yes
no
[70-80)
5
6
0
8
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
3
45
1
9
0
2
0
Other
Other
Other
Musculoskeletal
no
normal
no
yes
no
[70-80)
1
35
0
9
0
0
0
Other
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
5
61
0
14
0
1
0
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
1
3
0
7
1
0
0
Family/GeneralPractice
Digestive
Circulatory
Other
no
no
no
yes
yes
[50-60)
2
34
0
10
0
3
2
Missing
Diabetes
Respiratory
Respiratory
no
no
yes
yes
yes
[50-60)
11
53
5
25
0
1
0
Missing
Circulatory
Other
Other
no
no
no
no
yes
[90-100)
4
40
0
4
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[70-80)
2
11
0
11
0
0
0
Missing
Respiratory
Respiratory
Other
high
no
yes
yes
no
[80-90)
2
62
0
10
0
0
0
Other
Other
Circulatory
Other
no
no
no
no
no
[80-90)
7
41
2
23
0
0
0
InternalMedicine
Injury
Respiratory
Musculoskeletal
no
no
yes
yes
yes
[60-70)
3
73
5
14
0
0
0
InternalMedicine
Digestive
Circulatory
Digestive
no
no
no
yes
yes
[90-100)
4
43
0
13
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[50-60)
2
42
0
18
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
no
[70-80)
3
38
2
10
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
no
[50-60)
2
13
6
23
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
3
25
3
9
0
0
1
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[80-90)
7
100
1
9
0
0
0
Surgery
Digestive
Other
Other
no
no
no
no
no
[70-80)
1
21
0
11
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
1
45
2
3
0
0
0
InternalMedicine
Injury
Respiratory
Diabetes
no
no
no
no
no
[70-80)
9
46
0
14
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
no
yes
[60-70)
7
74
0
32
0
1
0
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[40-50)
1
19
6
9
0
1
0
Missing
Circulatory
Injury
Other
no
no
no
yes
no
[70-80)
3
48
0
15
0
1
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
no
[60-70)
8
91
3
16
0
0
0
Cardiology
Circulatory
Other
Other
no
no
yes
yes
no
[70-80)
13
52
5
32
0
2
0
Missing
Injury
Injury
Circulatory
no
no
yes
yes
no
[80-90)
4
50
0
11
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
11
1
17
0
0
0
Other
Musculoskeletal
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
35
0
12
2
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
6
48
0
20
0
6
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
2
64
1
16
0
0
0
Missing
Circulatory
Circulatory
Digestive
no
no
yes
yes
no
[60-70)
3
33
1
13
1
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
6
55
6
47
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
1
14
0
13
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
8
43
4
16
0
0
1
Other
Injury
Other
Injury
no
no
no
yes
no
[50-60)
3
65
0
12
2
2
0
Missing
Digestive
Other
Diabetes
no
high
no
yes
yes
[70-80)
4
70
0
20
0
1
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
no
[50-60)
4
47
4
31
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
5
73
3
18
3
0
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[70-80)
6
33
3
31
0
0
0
Cardiology
Other
Other
Injury
no
no
no
yes
no
[90-100)
7
67
0
16
0
0
0
Missing
Other
Digestive
Other
no
no
no
yes
no
[50-60)
1
37
0
12
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
6
66
2
24
1
0
0
Other
Diabetes
Musculoskeletal
Circulatory
no
high
yes
yes
no
[70-80)
7
66
1
14
0
0
0
Missing
Circulatory
Circulatory
Other
no
normal
no
no
yes
[80-90)
2
11
0
11
0
4
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
3
46
0
13
0
2
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[90-100)
6
60
1
19
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[70-80)
2
33
0
17
0
2
0
Missing
Diabetes
Other
Digestive
no
no
yes
yes
yes
[60-70)
3
15
1
18
2
0
0
Missing
Injury
Diabetes
Circulatory
no
no
no
yes
yes
[90-100)
11
67
0
20
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
2
39
0
8
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
normal
yes
yes
yes
[40-50)
7
39
1
28
0
0
1
Missing
Musculoskeletal
Other
Circulatory
no
no
no
yes
no
[60-70)
1
28
3
9
0
0
0
Surgery
Injury
Other
Diabetes
no
no
no
no
yes
[50-60)
6
87
3
26
3
2
1
Missing
Diabetes
Other
Other
no
no
no
no
yes
[70-80)
6
75
2
23
0
1
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
2
42
0
8
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
5
65
0
28
3
4
0
Missing
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[80-90)
5
72
0
15
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
yes
no
[40-50)
2
80
6
13
0
0
0
InternalMedicine
Musculoskeletal
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
2
40
1
12
0
0
1
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
7
46
2
23
0
0
0
Other
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[60-70)
1
44
3
4
0
0
0
Other
Other
Diabetes
Circulatory
no
no
no
no
no
[60-70)
11
74
0
19
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[60-70)
5
62
2
8
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
high
no
no
no
[60-70)
1
29
4
16
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
10
2
7
0
0
1
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[50-60)
4
31
1
16
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
6
59
0
23
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
2
59
3
12
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
high
no
no
yes
[80-90)
4
1
1
1
0
0
0
Other
Other
Respiratory
Diabetes
no
no
no
yes
yes
[70-80)
3
37
1
11
0
3
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
53
0
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
14
70
4
25
0
0
1
Missing
Digestive
Other
Digestive
no
no
yes
yes
no
[60-70)
7
45
4
23
1
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
1
22
0
13
0
2
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[90-100)
2
20
0
12
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no