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
[60-70)
5
71
0
22
0
0
2
Missing
Circulatory
Other
Other
no
normal
yes
yes
no
[60-70)
7
86
3
32
0
0
1
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[80-90)
7
38
2
10
0
0
0
Missing
Circulatory
Diabetes
Missing
no
no
no
no
no
[40-50)
4
35
0
14
0
1
2
InternalMedicine
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
11
73
3
39
0
0
0
Missing
Musculoskeletal
Other
Digestive
no
no
yes
yes
no
[50-60)
10
69
1
15
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[50-60)
1
3
0
9
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
2
39
6
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[70-80)
1
28
2
11
1
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[80-90)
3
41
0
9
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
no
[70-80)
5
18
0
7
0
0
1
Missing
Diabetes
Other
Respiratory
normal
no
no
yes
no
[60-70)
4
51
0
5
0
1
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[60-70)
4
46
0
18
0
1
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[70-80)
6
59
0
24
5
5
0
Other
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
2
51
5
28
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
3
31
1
16
0
0
0
Missing
Diabetes
Respiratory
Musculoskeletal
no
no
no
no
no
[70-80)
3
55
2
6
0
1
0
InternalMedicine
Other
Diabetes
Other
no
no
no
yes
yes
[90-100)
4
56
0
6
0
1
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
yes
[70-80)
8
27
0
21
0
0
0
Other
Circulatory
Respiratory
Other
high
no
yes
yes
no
[60-70)
8
38
1
32
0
1
0
Cardiology
Other
Circulatory
Musculoskeletal
no
no
no
yes
no
[50-60)
2
64
0
11
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
high
no
no
yes
[80-90)
8
48
1
16
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
1
32
2
14
0
0
0
Surgery
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
5
33
1
25
0
0
0
Other
Musculoskeletal
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
4
68
2
18
3
0
0
Missing
Other
Digestive
Digestive
no
no
no
yes
no
[70-80)
4
51
0
12
3
2
0
Other
Other
Other
Circulatory
no
no
yes
yes
yes
[80-90)
2
31
2
3
0
0
0
Other
Other
Digestive
Other
no
no
no
no
no
[70-80)
3
47
3
14
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
12
41
0
19
0
0
0
Other
Other
Other
Circulatory
no
no
no
yes
no
[40-50)
1
43
0
12
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
1
39
6
17
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
5
54
1
14
1
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
no
[60-70)
2
43
1
15
0
1
0
Other
Diabetes
Circulatory
Other
no
no
no
no
no
[40-50)
4
31
2
19
0
0
0
Surgery
Digestive
Diabetes
Missing
no
no
yes
yes
yes
[60-70)
12
82
1
34
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
2
26
1
13
0
0
0
Surgery
Digestive
Diabetes
Circulatory
no
no
no
no
no
[80-90)
14
90
4
40
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
yes
yes
[70-80)
10
18
3
20
4
0
0
Missing
Digestive
Other
Injury
normal
no
no
no
yes
[50-60)
4
38
0
12
0
1
0
Other
Other
Other
Circulatory
no
no
no
no
yes
[40-50)
4
21
0
11
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
no
no
no
[60-70)
1
34
0
18
1
3
0
InternalMedicine
Diabetes
Circulatory
Respiratory
no
no
no
yes
yes
[70-80)
3
23
2
15
0
1
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[60-70)
6
46
4
11
0
1
0
Other
Musculoskeletal
Digestive
Diabetes
no
no
yes
yes
no
[50-60)
1
2
3
21
0
0
0
Other
Other
Other
Other
no
no
no
yes
no
[70-80)
2
20
0
17
0
1
0
Missing
Circulatory
Circulatory
Respiratory
high
no
no
yes
no
[70-80)
1
35
6
11
0
0
0
Other
Circulatory
Circulatory
Other
no
no
no
no
no
[80-90)
2
17
0
6
0
1
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
4
66
0
11
0
1
0
Missing
Other
Circulatory
Diabetes
no
high
no
yes
yes
[70-80)
1
58
0
12
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
8
78
0
18
0
1
0
InternalMedicine
Respiratory
Respiratory
Digestive
no
no
yes
yes
no
[80-90)
11
102
2
21
0
1
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[80-90)
4
35
0
17
0
1
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
8
58
0
11
0
0
0
Other
Other
Other
Other
no
no
no
yes
no
[80-90)
8
71
5
28
0
0
0
Emergency/Trauma
Other
Digestive
Other
no
normal
yes
yes
yes
[70-80)
2
71
0
16
0
0
0
Surgery
Other
Other
Other
no
normal
yes
yes
yes
[40-50)
8
53
4
11
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
no
yes
[80-90)
2
75
1
13
0
2
1
Surgery
Respiratory
Respiratory
Other
no
no
yes
yes
no
[50-60)
1
45
1
8
3
2
3
Emergency/Trauma
Respiratory
Other
Other
no
high
yes
yes
no
[70-80)
6
72
5
20
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
high
no
yes
yes
[40-50)
1
2
1
6
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
no
no
[60-70)
4
54
0
15
0
6
0
InternalMedicine
Digestive
Other
Digestive
no
no
no
yes
yes
[50-60)
4
25
4
18
0
0
0
Other
Injury
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
7
52
0
23
1
0
0
Missing
Other
Musculoskeletal
Diabetes
no
normal
no
no
yes
[70-80)
4
38
3
11
1
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[80-90)
2
44
2
14
0
1
0
Missing
Respiratory
Other
Respiratory
no
no
no
no
no
[40-50)
1
2
1
6
0
0
1
Emergency/Trauma
Other
Other
Diabetes
no
no
yes
yes
no
[80-90)
3
44
0
19
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
no
[70-80)
3
62
0
14
0
1
0
Missing
Circulatory
Respiratory
Other
no
no
no
yes
no
[80-90)
6
28
0
15
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Respiratory
no
no
yes
yes
yes
[80-90)
5
60
0
18
1
2
1
Surgery
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
3
42
4
17
1
0
0
Missing
Injury
Other
Circulatory
no
no
no
no
yes
[90-100)
5
32
2
18
1
1
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[50-60)
4
68
0
18
0
0
0
Emergency/Trauma
Digestive
Other
Other
no
high
yes
yes
yes
[70-80)
4
83
1
25
1
1
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
1
40
0
9
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
3
28
0
20
0
0
0
Other
Musculoskeletal
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
7
43
5
19
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[40-50)
4
66
0
17
0
2
0
Missing
Other
Other
Digestive
no
no
yes
yes
yes
[40-50)
2
56
0
6
0
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[90-100)
3
61
0
17
4
0
0
Missing
Digestive
Circulatory
Diabetes
no
high
yes
yes
yes
[60-70)
4
48
2
21
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[40-50)
1
1
4
11
2
0
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
no
yes
no
[40-50)
3
27
0
9
0
0
0
Missing
Diabetes
Other
Other
no
no
no
no
no
[50-60)
3
54
3
20
0
0
2
Missing
Circulatory
Other
Diabetes
no
high
no
no
no
[50-60)
5
47
5
20
0
0
0
Emergency/Trauma
Diabetes
Musculoskeletal
Musculoskeletal
no
high
yes
yes
no
[80-90)
1
42
5
7
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[40-50)
2
50
0
4
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
10
53
0
23
0
3
0
InternalMedicine
Respiratory
Other
Other
high
no
yes
yes
yes
[50-60)
5
17
0
19
0
0
0
Emergency/Trauma
Circulatory
Digestive
Digestive
no
no
no
no
yes
[70-80)
4
28
6
20
0
0
0
Missing
Circulatory
Other
Injury
no
normal
no
yes
no
[60-70)
2
42
0
21
4
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[90-100)
4
47
1
16
0
0
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
no
no
[70-80)
2
44
0
11
4
1
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[50-60)
10
24
0
11
0
2
0
Other
Other
Other
Other
no
normal
yes
yes
yes
[70-80)
1
44
1
11
0
1
0
InternalMedicine
Injury
Respiratory
Respiratory
no
no
no
yes
no
[60-70)
5
15
1
15
0
0
0
Other
Other
Respiratory
Diabetes
no
no
no
no
yes
[70-80)
10
75
4
17
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
high
no
no
yes
[70-80)
5
70
1
10
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
yes
[80-90)
6
51
1
23
0
1
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[70-80)
1
56
4
15
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
no