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)
8
81
6
41
2
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
5
51
3
23
0
0
0
Missing
Digestive
Digestive
Diabetes
no
high
yes
yes
yes
[80-90)
5
43
0
19
3
1
0
Missing
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[50-60)
3
11
0
5
0
0
2
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[70-80)
6
61
1
15
0
0
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
4
52
0
18
0
3
0
InternalMedicine
Respiratory
Circulatory
Digestive
no
no
no
no
yes
[50-60)
6
79
3
24
0
0
0
Surgery
Circulatory
Other
Diabetes
no
normal
yes
yes
no
[70-80)
5
32
1
16
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
no
no
[70-80)
2
36
1
4
0
1
0
InternalMedicine
Other
Respiratory
Other
no
no
no
no
yes
[80-90)
9
50
2
21
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[60-70)
8
69
0
24
4
2
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
8
47
0
20
0
0
0
Missing
Diabetes
Other
Other
no
no
no
no
no
[60-70)
3
30
0
19
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
no
yes
no
[70-80)
8
77
0
20
0
0
1
InternalMedicine
Other
Other
Other
no
normal
yes
yes
no
[70-80)
1
37
0
9
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[60-70)
3
32
3
17
0
0
0
Other
Other
Circulatory
Diabetes
no
no
no
no
no
[70-80)
1
2
0
5
0
1
1
Missing
Injury
Other
Other
no
no
no
no
no
[70-80)
5
26
0
13
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
1
1
1
10
2
0
0
Missing
Other
Other
Respiratory
no
no
no
no
yes
[80-90)
14
67
0
30
1
4
0
Missing
Other
Other
Respiratory
no
no
yes
yes
yes
[60-70)
6
82
3
18
0
0
0
Missing
Circulatory
Respiratory
Digestive
no
no
no
no
yes
[60-70)
4
67
3
16
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
no
[60-70)
2
12
0
22
0
2
0
Other
Circulatory
Other
Circulatory
no
no
no
yes
yes
[60-70)
2
42
3
15
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
no
[80-90)
4
57
0
14
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
4
66
0
19
14
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[40-50)
3
54
3
27
0
0
0
Missing
Musculoskeletal
Circulatory
Other
no
no
yes
yes
yes
[80-90)
4
58
0
14
3
1
0
Missing
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[60-70)
7
51
6
24
4
1
0
Surgery
Other
Respiratory
Other
no
no
yes
yes
no
[50-60)
4
63
0
23
2
4
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[60-70)
1
30
0
7
0
0
0
Missing
Circulatory
Other
Circulatory
no
high
no
yes
no
[40-50)
7
43
1
12
4
6
2
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
1
44
0
5
2
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[50-60)
11
52
0
22
0
0
2
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
high
yes
yes
yes
[70-80)
8
35
0
25
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[90-100)
1
11
1
9
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
2
42
0
12
0
0
0
Missing
Respiratory
Diabetes
Other
no
no
no
no
yes
[80-90)
5
73
0
10
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
no
high
yes
yes
no
[50-60)
1
69
0
19
2
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
no
yes
[80-90)
3
59
0
24
0
0
1
Emergency/Trauma
Circulatory
Respiratory
Circulatory
no
high
yes
yes
no
[80-90)
2
40
1
20
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
3
52
1
20
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[50-60)
4
35
2
22
0
0
0
Other
Other
Diabetes
Missing
no
no
no
no
no
[60-70)
5
61
0
15
0
0
0
Family/GeneralPractice
Digestive
Other
Other
no
no
yes
yes
no
[70-80)
3
38
4
11
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
5
48
3
7
0
1
0
Missing
Digestive
Diabetes
Other
no
no
no
no
no
[60-70)
3
50
3
11
0
0
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[80-90)
3
1
3
11
0
1
1
Emergency/Trauma
Circulatory
Respiratory
Other
no
no
yes
yes
yes
[50-60)
3
58
0
8
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
yes
no
[60-70)
2
3
1
8
0
0
0
InternalMedicine
Other
Diabetes
Digestive
no
no
yes
yes
no
[70-80)
2
4
0
8
0
0
0
Missing
Digestive
Circulatory
Digestive
no
no
no
no
yes
[70-80)
4
57
1
9
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
no
yes
[60-70)
6
40
0
20
1
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
10
51
1
14
0
1
0
Missing
Circulatory
Respiratory
Diabetes
no
high
no
yes
no
[70-80)
8
63
1
14
0
1
0
Family/GeneralPractice
Respiratory
Other
Other
no
no
no
no
yes
[50-60)
4
67
6
33
0
0
0
Other
Respiratory
Circulatory
Injury
no
no
yes
yes
yes
[60-70)
4
80
2
23
0
0
0
Family/GeneralPractice
Other
Respiratory
Other
no
no
no
yes
yes
[70-80)
8
37
2
16
3
0
1
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
9
45
0
18
1
1
0
Missing
Circulatory
Circulatory
Respiratory
no
high
no
yes
yes
[70-80)
11
41
2
12
0
0
0
Missing
Diabetes
Other
Musculoskeletal
no
high
no
yes
no
[40-50)
4
72
0
8
0
0
0
InternalMedicine
Other
Other
Other
no
normal
yes
yes
yes
[70-80)
6
50
5
14
0
2
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
6
73
0
18
0
0
0
Missing
Respiratory
Other
Circulatory
no
high
no
yes
yes
[80-90)
7
55
4
27
0
0
1
Missing
Diabetes
Diabetes
Other
no
no
no
no
yes
[60-70)
5
50
3
18
0
0
0
Missing
Other
Digestive
Other
no
no
no
no
no
[50-60)
1
45
0
5
0
0
0
InternalMedicine
Injury
Other
Circulatory
no
no
no
yes
no
[70-80)
2
39
3
13
0
1
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
47
0
16
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
yes
[70-80)
5
5
1
6
0
0
0
Emergency/Trauma
Other
Other
Digestive
no
no
no
yes
no
[80-90)
5
63
1
15
0
0
0
Other
Other
Other
Other
no
no
yes
yes
yes
[70-80)
2
26
1
20
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
no
no
no
[70-80)
1
38
5
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[40-50)
5
62
0
15
0
0
0
Missing
Diabetes
Other
Circulatory
no
high
yes
yes
yes
[60-70)
7
16
1
30
2
0
0
Missing
Respiratory
Respiratory
Other
high
no
yes
yes
no
[80-90)
2
25
0
10
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
no
no
[80-90)
3
41
3
16
0
0
0
Missing
Injury
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
8
54
3
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
36
1
9
2
1
1
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
yes
[40-50)
3
31
6
7
0
0
0
Other
Circulatory
Diabetes
Other
no
no
yes
yes
no
[40-50)
2
80
3
11
0
0
0
Cardiology
Respiratory
Diabetes
Other
no
high
yes
yes
no
[80-90)
7
38
5
21
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[60-70)
8
66
3
24
0
3
0
Other
Respiratory
Respiratory
Respiratory
no
no
no
no
yes
[60-70)
3
58
0
8
0
2
0
Other
Respiratory
Circulatory
Diabetes
no
high
no
yes
yes
[90-100)
4
42
0
16
0
2
3
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
yes
yes
no
[60-70)
6
70
6
56
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
4
30
1
34
0
0
0
Surgery
Other
Musculoskeletal
Respiratory
no
no
yes
yes
no
[70-80)
3
2
0
14
0
0
0
Missing
Other
Other
Musculoskeletal
no
no
yes
yes
no
[40-50)
3
60
1
11
0
0
0
Missing
Diabetes
Digestive
Other
no
no
yes
yes
no
[60-70)
1
49
0
14
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
8
51
1
27
0
2
0
Missing
Circulatory
Digestive
Digestive
no
no
yes
yes
no
[50-60)
6
66
2
19
0
1
0
Family/GeneralPractice
Circulatory
Respiratory
Circulatory
no
normal
no
yes
yes
[40-50)
4
1
0
6
0
0
0
Other
Other
Other
Other
no
no
yes
yes
yes
[50-60)
3
8
0
12
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
4
69
0
19
0
2
0
Missing
Circulatory
Respiratory
Circulatory
no
normal
yes
yes
yes
[60-70)
3
69
2
19
0
2
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
high
yes
yes
yes
[50-60)
3
38
0
14
0
0
0
Cardiology
Digestive
Respiratory
Circulatory
no
no
no
no
yes
[80-90)
3
62
1
7
0
1
0
InternalMedicine
Circulatory
Other
Other
no
no
no
yes
yes
[80-90)
2
60
0
15
0
0
0
Missing
Respiratory
Other
Musculoskeletal
no
high
yes
yes
yes
[60-70)
1
69
0
8
1
0
0
Cardiology
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
3
36
1
12
2
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no