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)
4
71
0
13
0
0
0
Missing
Diabetes
Other
Digestive
no
high
yes
yes
yes
[70-80)
6
38
1
15
0
0
0
Surgery
Other
Circulatory
Circulatory
no
normal
no
no
no
[70-80)
6
26
3
27
0
0
0
Missing
Digestive
Diabetes
Other
high
no
yes
yes
no
[50-60)
5
59
0
9
0
1
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[80-90)
9
56
0
20
0
0
0
Missing
Digestive
Other
Other
no
no
no
yes
yes
[60-70)
14
32
0
14
0
0
0
Other
Injury
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
1
39
6
17
1
0
0
Surgery
Injury
Circulatory
Circulatory
no
no
no
no
no
[70-80)
8
25
3
20
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[60-70)
5
68
1
24
0
0
0
InternalMedicine
Other
Respiratory
Respiratory
no
high
yes
yes
no
[60-70)
2
6
6
16
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
46
0
12
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
no
high
yes
yes
yes
[50-60)
7
40
5
19
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
yes
yes
yes
[80-90)
6
37
1
23
0
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
no
yes
yes
[50-60)
4
49
3
15
0
0
0
InternalMedicine
Musculoskeletal
Other
Other
no
no
no
yes
no
[50-60)
7
35
0
14
2
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
2
39
2
28
0
1
1
InternalMedicine
Injury
Other
Circulatory
no
no
no
yes
yes
[50-60)
10
81
6
22
0
1
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
yes
[50-60)
5
28
1
14
0
0
0
Missing
Injury
Circulatory
Respiratory
no
no
no
yes
yes
[60-70)
6
48
2
25
0
1
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
yes
[70-80)
1
3
1
8
0
1
0
Missing
Circulatory
Circulatory
Other
no
normal
no
yes
yes
[50-60)
4
46
1
11
0
0
0
Other
Injury
Diabetes
Other
no
no
no
yes
yes
[70-80)
2
26
0
11
0
1
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
7
63
1
24
0
1
0
Missing
Musculoskeletal
Circulatory
Circulatory
no
normal
yes
yes
no
[50-60)
4
39
0
9
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
6
49
0
19
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
1
30
5
7
0
0
0
Cardiology
Circulatory
Other
Diabetes
no
no
no
no
yes
[60-70)
4
23
1
20
0
0
0
InternalMedicine
Musculoskeletal
Diabetes
Respiratory
no
no
yes
yes
no
[60-70)
2
16
0
15
4
2
0
Family/GeneralPractice
Other
Respiratory
Other
high
no
no
no
yes
[70-80)
3
37
0
18
0
2
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
no
[80-90)
3
37
0
12
0
2
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
1
6
0
10
3
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
4
59
1
30
7
1
0
Missing
Injury
Other
Other
no
high
no
yes
yes
[50-60)
2
24
2
24
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
10
29
3
33
1
9
0
Other
Respiratory
Other
Injury
no
no
yes
yes
yes
[70-80)
3
16
3
26
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[60-70)
10
24
5
37
0
1
0
Missing
Respiratory
Respiratory
Circulatory
high
no
no
yes
no
[70-80)
7
81
2
22
0
0
0
Missing
Other
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
3
50
3
24
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
1
19
0
11
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[70-80)
11
28
0
15
0
3
0
Missing
Other
Circulatory
Circulatory
normal
no
yes
yes
yes
[80-90)
2
38
0
13
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
no
yes
no
[80-90)
2
42
1
17
0
0
0
Missing
Injury
Other
Circulatory
no
no
yes
yes
yes
[60-70)
1
29
0
13
0
2
0
Missing
Circulatory
Respiratory
Diabetes
no
no
yes
yes
yes
[60-70)
8
35
6
26
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[80-90)
11
74
1
20
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[60-70)
1
43
0
8
0
0
0
InternalMedicine
Digestive
Diabetes
Other
high
no
no
yes
yes
[40-50)
6
40
0
4
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
5
35
2
28
0
3
0
Missing
Musculoskeletal
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
12
47
3
23
0
1
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
8
22
0
24
0
1
1
Family/GeneralPractice
Other
Diabetes
Other
normal
no
yes
yes
yes
[80-90)
5
55
0
23
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Respiratory
no
high
no
yes
no
[40-50)
7
38
0
15
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
yes
[60-70)
2
16
0
13
0
0
0
Missing
Diabetes
Other
Circulatory
normal
no
yes
yes
yes
[70-80)
5
57
0
15
0
0
0
Other
Respiratory
Other
Circulatory
no
no
no
yes
no
[50-60)
8
33
2
21
0
0
0
Other
Other
Other
Diabetes
no
high
yes
yes
no
[70-80)
4
44
0
14
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
4
59
0
13
0
3
0
InternalMedicine
Other
Injury
Other
high
high
no
yes
yes
[80-90)
7
60
0
15
2
0
0
Missing
Circulatory
Respiratory
Circulatory
no
high
no
yes
yes
[60-70)
4
29
3
9
0
0
0
Surgery
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[50-60)
1
30
2
25
0
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
no
no
no
[70-80)
1
44
0
15
4
0
0
Missing
Digestive
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
2
61
0
6
0
0
0
Surgery
Digestive
Circulatory
Circulatory
no
no
no
no
no
[40-50)
2
44
0
7
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
no
no
[60-70)
7
72
1
23
0
2
0
InternalMedicine
Circulatory
Diabetes
Diabetes
no
no
no
yes
no
[50-60)
1
49
0
16
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
high
no
yes
yes
[70-80)
4
35
0
11
0
0
0
Missing
Respiratory
Diabetes
Other
no
normal
no
no
no
[80-90)
3
59
2
16
2
1
1
InternalMedicine
Other
Other
Other
no
no
no
no
no
[80-90)
8
54
0
13
0
1
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
2
85
3
18
0
3
1
Other
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[60-70)
3
33
3
19
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[50-60)
5
40
2
13
0
0
0
Other
Injury
Other
Circulatory
no
no
no
no
yes
[90-100)
8
65
1
9
0
2
0
Missing
Digestive
Digestive
Diabetes
no
no
no
no
yes
[60-70)
5
52
3
48
0
0
0
Missing
Injury
Circulatory
Circulatory
no
high
yes
yes
yes
[50-60)
1
50
0
12
0
1
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
1
2
17
1
0
0
Missing
Other
Diabetes
Musculoskeletal
no
no
no
no
no
[80-90)
2
1
1
12
1
1
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
5
54
4
20
0
1
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[60-70)
5
51
3
17
0
2
0
Other
Injury
Other
Injury
no
no
no
yes
no
[80-90)
2
46
0
10
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
2
39
1
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
normal
yes
yes
no
[80-90)
3
61
0
7
0
4
0
InternalMedicine
Digestive
Digestive
Circulatory
high
no
no
no
yes
[70-80)
2
66
0
19
3
2
1
Cardiology
Circulatory
Musculoskeletal
Respiratory
no
no
no
yes
yes
[40-50)
6
32
0
9
0
1
0
InternalMedicine
Other
Circulatory
Other
no
high
no
yes
no
[70-80)
2
49
0
5
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
high
no
yes
no
[40-50)
5
34
0
9
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
no
yes
[80-90)
2
29
0
10
4
0
1
Missing
Circulatory
Other
Diabetes
no
no
no
no
no
[70-80)
3
1
0
8
0
1
0
Missing
Circulatory
Respiratory
Other
no
no
no
yes
no
[90-100)
3
58
0
12
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[60-70)
1
23
2
26
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
5
50
1
15
0
0
0
Missing
Circulatory
Other
Diabetes
no
normal
no
no
no
[70-80)
7
6
0
7
0
0
0
InternalMedicine
Musculoskeletal
Circulatory
Diabetes
no
no
no
no
no
[70-80)
9
60
1
13
0
2
0
Missing
Other
Other
Diabetes
no
no
no
yes
no
[40-50)
1
48
0
16
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
normal
yes
yes
no
[70-80)
3
60
0
15
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[60-70)
7
19
2
24
0
1
0
Missing
Musculoskeletal
Other
Injury
no
no
yes
yes
no
[80-90)
5
49
0
20
0
1
0
Missing
Other
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
3
44
2
6
0
0
1
InternalMedicine
Other
Musculoskeletal
Other
no
no
no
no
no
[80-90)
8
22
1
15
0
0
0
Surgery
Other
Other
Diabetes
high
no
yes
yes
yes
[80-90)
6
57
3
9
0
1
0
Emergency/Trauma
Circulatory
Other
Other
no
no
no
no
no
[70-80)
2
10
2
15
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes