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
45
6
22
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
3
51
0
16
0
1
0
Cardiology
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[70-80)
4
47
1
21
0
0
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
no
[60-70)
1
28
0
14
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
1
23
1
7
0
2
0
Cardiology
Other
Other
Circulatory
no
no
no
no
no
[70-80)
2
72
1
15
0
0
0
Missing
Other
Respiratory
Other
no
high
yes
yes
yes
[70-80)
12
58
4
22
0
0
0
Other
Respiratory
Respiratory
Circulatory
no
no
no
no
yes
[70-80)
3
46
3
6
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
no
no
[60-70)
1
34
6
11
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
1
30
6
6
0
0
0
Missing
Digestive
Respiratory
Circulatory
no
no
no
no
no
[50-60)
13
54
6
50
0
0
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
no
[50-60)
3
55
2
17
0
0
0
InternalMedicine
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[60-70)
11
75
2
33
0
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
no
[80-90)
8
51
0
11
1
0
0
Other
Other
Other
Other
no
no
no
yes
no
[80-90)
1
37
0
10
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
no
yes
no
[80-90)
2
48
0
13
0
1
0
Missing
Other
Other
Other
no
no
no
yes
no
[70-80)
12
32
0
11
0
1
0
Other
Other
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
6
48
3
21
0
0
0
Other
Other
Other
Respiratory
no
normal
no
no
no
[80-90)
7
62
1
12
1
0
0
Missing
Respiratory
Other
Other
no
no
no
no
yes
[70-80)
2
64
0
14
0
1
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[60-70)
4
33
0
11
0
0
0
Family/GeneralPractice
Respiratory
Other
Respiratory
no
no
yes
yes
no
[40-50)
8
57
3
23
0
7
0
Family/GeneralPractice
Diabetes
Musculoskeletal
Circulatory
no
high
yes
yes
yes
[70-80)
13
81
4
18
0
0
0
Emergency/Trauma
Other
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
1
60
0
14
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
6
65
0
12
0
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
no
[40-50)
1
2
1
14
0
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[80-90)
5
57
0
15
0
0
1
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[60-70)
11
24
1
26
0
0
1
Missing
Respiratory
Other
Respiratory
high
no
yes
yes
no
[70-80)
5
51
1
27
3
1
1
Missing
Injury
Other
Other
no
no
yes
yes
yes
[60-70)
6
32
4
21
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Respiratory
no
no
no
yes
no
[70-80)
6
72
0
23
0
0
1
Surgery
Respiratory
Other
Other
no
no
yes
yes
no
[60-70)
5
3
5
11
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
3
75
0
16
0
0
0
InternalMedicine
Diabetes
Respiratory
Other
no
no
yes
yes
no
[80-90)
4
74
0
9
4
1
0
Missing
Other
Other
Other
no
normal
no
no
yes
[70-80)
3
1
1
7
0
3
0
Emergency/Trauma
Diabetes
Other
Other
no
no
no
yes
yes
[90-100)
4
49
1
11
0
0
0
InternalMedicine
Other
Circulatory
Other
no
no
no
no
no
[80-90)
6
41
0
16
0
0
2
Emergency/Trauma
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
4
44
2
33
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[70-80)
3
85
0
13
2
3
1
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
4
39
0
12
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
normal
no
no
yes
yes
[70-80)
8
69
6
30
0
0
0
Cardiology
Circulatory
Other
Digestive
no
no
no
yes
no
[60-70)
1
30
1
15
0
0
0
Surgery
Circulatory
Circulatory
Other
no
no
no
yes
yes
[40-50)
7
32
0
16
2
4
3
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
2
26
0
11
0
0
0
Missing
Respiratory
Digestive
Digestive
no
no
no
yes
no
[70-80)
3
75
4
14
1
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
4
27
2
16
0
1
0
Emergency/Trauma
Injury
Respiratory
Musculoskeletal
no
no
no
yes
yes
[80-90)
4
75
0
10
0
0
0
Missing
Circulatory
Other
Other
no
normal
no
yes
no
[80-90)
2
63
0
10
0
2
1
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
2
42
0
14
0
1
0
Missing
Respiratory
Respiratory
Other
no
no
no
yes
no
[80-90)
2
43
0
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
4
8
1
8
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
yes
yes
no
[70-80)
5
17
4
23
0
0
0
Other
Musculoskeletal
Other
Circulatory
no
no
no
yes
no
[70-80)
5
65
0
24
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
high
yes
yes
no
[50-60)
1
58
0
7
0
0
1
Family/GeneralPractice
Diabetes
Other
Circulatory
no
high
yes
yes
no
[50-60)
3
46
0
18
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
4
56
0
11
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[40-50)
2
7
2
19
2
0
0
Other
Musculoskeletal
Digestive
Circulatory
no
no
yes
yes
no
[90-100)
7
58
5
27
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[60-70)
3
39
1
23
0
1
0
Other
Other
Diabetes
Other
no
no
yes
yes
no
[80-90)
3
3
0
8
2
0
2
Missing
Missing
Other
Diabetes
no
no
no
yes
yes
[80-90)
2
16
0
21
1
0
0
InternalMedicine
Digestive
Other
Circulatory
no
no
yes
yes
no
[60-70)
1
46
6
16
2
0
0
Missing
Circulatory
Circulatory
Digestive
no
no
yes
yes
no
[50-60)
6
77
1
27
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
2
24
0
14
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[50-60)
4
42
0
17
0
3
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
45
2
32
0
0
0
Cardiology
Circulatory
Injury
Circulatory
no
no
no
yes
yes
[70-80)
4
56
0
13
1
1
0
Missing
Other
Respiratory
Other
high
no
no
no
no
[60-70)
14
74
4
36
4
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
2
32
2
15
1
1
0
Other
Digestive
Other
Respiratory
no
no
yes
yes
yes
[70-80)
4
63
1
14
6
0
0
Missing
Other
Other
Musculoskeletal
no
high
yes
yes
no
[70-80)
5
78
3
15
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
no
yes
yes
yes
[50-60)
14
50
6
13
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[50-60)
6
50
2
34
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
5
82
0
28
0
2
0
Missing
Digestive
Other
Respiratory
no
no
yes
yes
no
[70-80)
3
10
1
18
0
2
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[70-80)
10
1
0
13
0
0
1
Emergency/Trauma
Respiratory
Diabetes
Other
no
no
yes
yes
no
[80-90)
1
40
0
3
0
0
0
InternalMedicine
Injury
Circulatory
Diabetes
no
no
no
no
no
[90-100)
3
45
1
5
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
no
no
[50-60)
4
27
0
15
0
3
0
Other
Digestive
Other
Diabetes
no
no
yes
yes
no
[80-90)
7
65
4
29
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
no
[70-80)
9
43
0
31
1
0
1
Missing
Circulatory
Other
Musculoskeletal
no
no
no
yes
no
[50-60)
7
53
0
11
0
1
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
1
49
0
14
2
1
0
Cardiology
Other
Circulatory
Other
no
no
yes
yes
yes
[70-80)
5
40
1
17
0
0
0
Cardiology
Other
Injury
Other
no
no
no
no
no
[70-80)
6
31
2
28
0
1
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
1
44
0
12
0
0
0
Family/GeneralPractice
Diabetes
Other
Musculoskeletal
no
no
no
no
no
[70-80)
2
46
0
7
0
1
0
InternalMedicine
Circulatory
Circulatory
Other
no
normal
yes
yes
no
[60-70)
10
52
0
26
0
4
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
high
no
yes
yes
[90-100)
7
31
0
12
1
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[50-60)
3
17
0
12
1
0
0
Missing
Diabetes
Other
Respiratory
high
no
yes
yes
no
[50-60)
3
35
0
13
3
1
2
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[50-60)
1
44
3
7
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[70-80)
3
12
5
10
0
0
0
Missing
Circulatory
Circulatory
Digestive
no
no
no
no
no
[80-90)
4
39
0
8
0
0
1
InternalMedicine
Diabetes
Musculoskeletal
Circulatory
no
no
no
no
no
[50-60)
1
18
2
20
0
0
0
Surgery
Musculoskeletal
Diabetes
Circulatory
no
no
no
no
no
[70-80)
4
26
2
26
3
3
3
Missing
Injury
Other
Respiratory
no
no
no
yes
yes
[60-70)
2
59
0
3
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
4
1
1
22
3
0
0
Missing
Digestive
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
2
38
3
13
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
yes
yes
no
[60-70)
4
67
1
17
3
0
1
Missing
Circulatory
Respiratory
Digestive
high
no
no
yes
yes