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)
2
37
0
7
3
0
0
InternalMedicine
Digestive
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
1
62
0
9
0
0
0
Family/GeneralPractice
Digestive
Diabetes
Other
no
no
no
no
no
[80-90)
1
38
0
22
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[70-80)
6
64
1
23
0
2
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
no
yes
yes
[50-60)
10
69
1
25
0
0
0
Missing
Circulatory
Other
Diabetes
no
normal
no
yes
yes
[60-70)
1
18
0
8
1
0
0
Missing
Respiratory
Diabetes
Circulatory
high
no
no
yes
no
[50-60)
1
20
0
5
0
1
0
Emergency/Trauma
Other
Other
Other
no
no
no
yes
no
[60-70)
1
62
0
14
2
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
3
41
0
6
0
0
0
Surgery
Injury
Other
Diabetes
no
no
yes
yes
no
[70-80)
4
63
1
24
0
1
0
Surgery
Injury
Other
Other
no
no
yes
yes
yes
[80-90)
3
69
0
12
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
4
16
0
14
2
0
0
Family/GeneralPractice
Respiratory
Other
Circulatory
high
no
yes
yes
yes
[40-50)
4
43
0
17
0
0
1
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
6
77
3
28
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
normal
high
no
yes
yes
[40-50)
2
37
0
10
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
1
12
0
10
0
2
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
9
68
1
19
0
0
0
Missing
Circulatory
Other
Other
no
no
no
no
no
[60-70)
2
12
0
7
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
yes
[80-90)
4
59
1
20
0
0
2
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
7
50
4
32
0
0
0
Other
Injury
Circulatory
Other
no
normal
no
no
no
[40-50)
3
69
0
6
0
0
0
Missing
Diabetes
Digestive
Respiratory
no
normal
yes
yes
no
[60-70)
4
73
0
12
0
0
0
Missing
Other
Circulatory
Other
no
high
yes
yes
no
[70-80)
5
32
4
13
1
0
0
Other
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[60-70)
2
54
0
9
1
0
2
Surgery
Digestive
Other
Other
no
no
yes
yes
yes
[40-50)
11
44
2
32
0
4
2
Missing
Injury
Injury
Other
no
no
no
no
yes
[60-70)
8
1
1
17
0
0
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
5
15
0
13
1
0
0
Missing
Injury
Other
Circulatory
no
no
no
yes
yes
[70-80)
1
41
1
17
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[70-80)
5
61
0
14
0
1
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
no
[90-100)
1
1
2
4
2
0
1
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
1
26
3
18
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
3
70
3
27
0
0
0
Missing
Injury
Circulatory
Other
no
no
no
yes
no
[50-60)
2
26
1
18
0
0
0
Missing
Digestive
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
3
9
0
9
0
0
0
Other
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
6
19
0
13
2
0
0
Missing
Circulatory
Circulatory
Circulatory
normal
no
no
no
no
[70-80)
3
55
4
7
0
1
0
InternalMedicine
Digestive
Digestive
Diabetes
no
high
no
no
yes
[60-70)
8
64
0
24
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
11
61
0
16
0
0
0
Other
Other
Respiratory
Other
no
no
yes
yes
no
[60-70)
2
53
1
11
0
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
5
63
0
11
0
0
0
Missing
Other
Other
Other
no
high
no
no
no
[70-80)
4
26
2
24
0
1
0
Missing
Diabetes
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
3
19
1
16
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
no
yes
yes
[70-80)
2
44
0
15
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
10
60
2
20
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[50-60)
2
47
0
17
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
high
yes
yes
yes
[50-60)
2
38
0
7
0
1
0
Missing
Digestive
Diabetes
Musculoskeletal
no
no
no
yes
yes
[80-90)
4
34
0
7
0
1
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
no
no
yes
[70-80)
10
25
3
30
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
1
58
0
15
0
2
1
InternalMedicine
Other
Other
Diabetes
no
no
yes
yes
yes
[70-80)
3
63
0
14
0
1
0
Missing
Circulatory
Other
Other
no
normal
yes
yes
yes
[50-60)
2
44
0
29
0
5
0
InternalMedicine
Circulatory
Respiratory
Respiratory
no
no
yes
yes
yes
[80-90)
2
13
1
10
1
1
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[90-100)
3
45
1
12
0
1
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
3
72
0
20
0
0
2
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
3
51
0
11
0
1
1
InternalMedicine
Musculoskeletal
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
6
24
1
12
3
3
5
Surgery
Injury
Other
Diabetes
normal
no
no
no
yes
[60-70)
9
84
1
25
16
0
1
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
yes
[80-90)
6
25
0
17
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[50-60)
1
1
1
10
2
2
0
Missing
Circulatory
Other
Other
no
no
no
yes
no
[60-70)
3
29
1
18
1
0
0
Surgery
Other
Other
Circulatory
no
no
yes
yes
no
[40-50)
2
30
1
16
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[80-90)
9
57
2
35
0
0
0
Emergency/Trauma
Injury
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
13
62
0
13
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
3
55
0
15
2
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
11
52
0
23
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
10
45
2
28
0
1
0
InternalMedicine
Diabetes
Circulatory
Other
no
high
yes
yes
yes
[60-70)
4
74
1
33
0
7
1
Emergency/Trauma
Other
Other
Respiratory
no
no
no
yes
no
[60-70)
1
33
4
25
0
1
0
Surgery
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[50-60)
3
32
0
11
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
2
57
1
19
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
3
16
2
5
0
0
0
Missing
Injury
Digestive
Digestive
no
no
yes
yes
no
[40-50)
2
12
3
17
0
2
1
Missing
Injury
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
8
45
1
23
11
3
1
Family/GeneralPractice
Digestive
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
3
49
6
59
1
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
high
yes
yes
no
[80-90)
1
60
5
15
5
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
1
35
3
16
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
5
60
0
21
0
0
0
Missing
Respiratory
Respiratory
Other
no
high
yes
yes
yes
[70-80)
3
25
0
15
0
3
1
Missing
Other
Respiratory
Circulatory
high
no
no
yes
yes
[90-100)
3
66
0
12
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
10
82
1
21
0
0
1
InternalMedicine
Other
Other
Digestive
no
no
yes
yes
yes
[60-70)
6
38
1
9
0
1
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
no
no
yes
[70-80)
6
48
6
43
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[80-90)
5
56
2
14
0
0
0
Emergency/Trauma
Injury
Digestive
Respiratory
no
no
no
no
no
[50-60)
2
40
0
10
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
7
38
3
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[80-90)
5
50
2
16
0
0
0
Other
Injury
Other
Diabetes
no
normal
no
no
no
[80-90)
4
65
0
19
0
1
0
Emergency/Trauma
Circulatory
Other
Other
no
high
yes
yes
yes
[40-50)
3
13
1
5
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[60-70)
1
54
1
6
0
1
0
Surgery
Injury
Circulatory
Diabetes
no
no
no
no
no
[40-50)
1
27
0
9
0
0
0
Other
Other
Diabetes
Missing
no
no
no
no
no
[60-70)
6
62
0
18
4
1
1
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
13
63
6
42
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
1
57
0
2
0
1
0
Missing
Injury
Other
Other
no
no
no
no
no
[70-80)
8
51
0
25
1
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[50-60)
1
3
1
6
2
4
0
Surgery
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
7
65
0
15
0
0
0
Emergency/Trauma
Respiratory
Other
Other
no
high
no
no
no
[60-70)
3
12
1
31
1
0
0
Other
Musculoskeletal
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
1
39
0
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
9
41
0
16
0
1
0
Other
Other
Circulatory
Other
no
no
yes
yes
yes
[80-90)
4
56
0
11
0
0
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
no
no
no