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)
3
55
0
21
0
0
0
Emergency/Trauma
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[50-60)
3
29
1
9
0
0
0
Other
Diabetes
Other
Other
no
high
yes
yes
no
[50-60)
4
45
0
7
0
0
0
Other
Other
Diabetes
Other
no
high
no
yes
no
[60-70)
12
49
3
63
0
0
0
Surgery
Circulatory
Circulatory
Injury
no
no
yes
yes
no
[50-60)
1
111
6
21
2
1
0
Emergency/Trauma
Other
Circulatory
Other
no
no
no
no
no
[60-70)
3
3
0
15
0
0
1
InternalMedicine
Circulatory
Digestive
Other
no
no
yes
yes
yes
[70-80)
5
18
0
15
0
0
1
Family/GeneralPractice
Respiratory
Other
Musculoskeletal
no
no
yes
yes
yes
[60-70)
2
45
3
12
0
0
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
3
20
2
12
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
6
82
2
23
0
0
0
Missing
Circulatory
Other
Respiratory
no
normal
no
no
no
[80-90)
2
1
2
7
0
1
0
Missing
Digestive
Other
Respiratory
no
no
no
yes
yes
[70-80)
1
43
3
14
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
no
no
[60-70)
4
55
4
21
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
9
48
1
24
0
3
0
Missing
Circulatory
Respiratory
Other
no
no
no
yes
no
[50-60)
3
44
3
14
0
1
2
Family/GeneralPractice
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[50-60)
3
49
3
16
0
0
0
InternalMedicine
Circulatory
Other
Digestive
no
no
yes
yes
no
[50-60)
5
56
4
41
3
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
3
1
1
8
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[40-50)
1
26
2
10
0
0
0
Surgery
Other
Other
Circulatory
no
no
no
no
no
[80-90)
8
35
0
32
0
0
0
Cardiology
Circulatory
Other
Respiratory
no
no
yes
yes
no
[70-80)
4
48
2
28
0
1
0
Missing
Injury
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
55
0
8
0
0
0
Missing
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
41
2
15
0
1
0
Cardiology
Respiratory
Circulatory
Other
no
no
yes
yes
no
[80-90)
7
65
0
19
0
4
0
Missing
Respiratory
Other
Diabetes
high
high
no
no
no
[80-90)
3
21
0
5
0
0
1
Missing
Injury
Other
Diabetes
no
no
yes
yes
yes
[80-90)
4
44
0
16
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
yes
yes
no
[60-70)
2
56
0
12
0
1
1
Surgery
Circulatory
Respiratory
Other
no
no
no
yes
yes
[40-50)
8
35
0
15
0
0
0
InternalMedicine
Diabetes
Other
Other
high
no
yes
yes
no
[40-50)
3
76
0
9
0
0
0
Missing
Other
Other
Other
high
high
yes
yes
yes
[70-80)
1
51
0
8
0
4
0
Missing
Circulatory
Other
Circulatory
no
normal
no
yes
yes
[50-60)
5
38
2
17
0
2
0
InternalMedicine
Other
Circulatory
Diabetes
normal
no
yes
yes
yes
[70-80)
3
49
0
7
0
1
0
Missing
Respiratory
Other
Other
no
no
no
no
no
[70-80)
3
28
1
10
0
1
0
Missing
Other
Circulatory
Diabetes
no
no
no
no
no
[50-60)
4
41
0
17
0
1
0
Missing
Circulatory
Other
Respiratory
no
no
yes
yes
no
[60-70)
7
1
2
9
1
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
7
36
0
16
1
1
0
InternalMedicine
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[40-50)
11
84
1
22
0
2
0
Missing
Injury
Other
Other
high
no
no
no
yes
[40-50)
9
43
1
30
0
0
0
InternalMedicine
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[70-80)
1
42
5
14
0
1
0
Cardiology
Circulatory
Circulatory
Injury
no
no
no
yes
yes
[60-70)
3
49
0
17
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
13
69
0
11
2
1
0
InternalMedicine
Other
Other
Diabetes
no
no
no
no
yes
[70-80)
4
43
0
23
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
2
37
0
8
0
1
0
InternalMedicine
Digestive
Other
Circulatory
no
no
no
yes
no
[80-90)
4
75
0
11
0
0
0
Other
Diabetes
Circulatory
Respiratory
no
high
no
yes
yes
[80-90)
3
44
0
15
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[50-60)
8
58
1
26
1
5
1
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[70-80)
1
21
0
8
0
0
1
Missing
Injury
Diabetes
Circulatory
no
no
no
no
no
[80-90)
8
73
0
12
0
0
1
Other
Digestive
Respiratory
Diabetes
no
high
yes
yes
no
[90-100)
3
59
1
12
0
0
0
Emergency/Trauma
Digestive
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
4
61
2
19
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
8
75
2
30
0
1
0
Missing
Circulatory
Respiratory
Respiratory
no
high
yes
yes
no
[70-80)
4
61
0
13
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[60-70)
4
58
1
17
0
1
0
Emergency/Trauma
Digestive
Other
Respiratory
no
no
no
yes
no
[80-90)
12
81
1
24
2
0
0
Missing
Other
Digestive
Circulatory
no
no
no
yes
no
[70-80)
5
31
0
21
0
11
3
Missing
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
3
40
4
18
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
yes
[60-70)
4
22
1
27
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
no
[60-70)
4
47
0
10
0
1
0
Other
Other
Other
Musculoskeletal
no
no
no
yes
no
[50-60)
6
41
0
21
0
0
0
Missing
Other
Respiratory
Respiratory
no
no
no
yes
no
[60-70)
4
76
0
9
0
0
0
Missing
Diabetes
Circulatory
Other
high
no
no
yes
yes
[60-70)
2
27
0
18
0
1
0
Missing
Respiratory
Circulatory
Digestive
no
high
yes
yes
yes
[70-80)
7
64
3
27
4
0
0
Surgery
Injury
Injury
Other
no
no
no
yes
no
[50-60)
5
43
0
12
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
no
no
[60-70)
2
44
1
22
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
2
33
1
9
0
1
0
Other
Other
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
3
28
2
32
2
1
0
Other
Musculoskeletal
Other
Circulatory
no
no
no
yes
no
[80-90)
5
52
1
15
0
2
0
InternalMedicine
Circulatory
Respiratory
Respiratory
no
no
yes
yes
yes
[80-90)
3
52
0
15
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
3
35
2
21
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
yes
no
[80-90)
5
37
1
12
1
1
0
Other
Injury
Circulatory
Other
no
no
no
no
no
[80-90)
5
43
4
17
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
15
2
20
3
2
0
Missing
Other
Diabetes
Circulatory
normal
no
yes
yes
no
[80-90)
1
22
0
8
0
2
0
Missing
Circulatory
Circulatory
Diabetes
normal
no
no
yes
yes
[80-90)
5
20
0
16
0
3
0
Missing
Other
Diabetes
Other
high
no
yes
yes
yes
[60-70)
3
62
0
27
1
1
0
Missing
Injury
Other
Musculoskeletal
no
no
yes
yes
yes
[70-80)
4
36
0
11
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
no
yes
yes
[40-50)
5
41
2
20
0
3
1
Missing
Diabetes
Musculoskeletal
Musculoskeletal
no
no
yes
yes
yes
[60-70)
1
42
0
6
0
0
0
Cardiology
Respiratory
Diabetes
Circulatory
no
high
no
no
no
[80-90)
6
76
1
11
0
0
0
Missing
Digestive
Respiratory
Respiratory
no
no
yes
yes
no
[50-60)
2
32
3
23
0
1
0
Missing
Musculoskeletal
Musculoskeletal
Musculoskeletal
no
no
no
yes
yes
[70-80)
2
45
0
13
3
0
0
Other
Other
Other
Other
no
no
yes
yes
yes
[70-80)
3
14
1
14
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Other
no
high
no
no
no
[70-80)
4
49
2
15
1
0
0
Missing
Injury
Other
Respiratory
no
no
no
yes
yes
[70-80)
7
66
2
29
1
2
0
Other
Other
Other
Respiratory
no
no
yes
yes
yes
[80-90)
7
50
1
21
0
0
0
Missing
Digestive
Other
Other
no
no
no
yes
yes
[70-80)
3
41
1
21
0
0
0
Surgery
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
4
1
0
15
3
2
0
Missing
Injury
Other
Respiratory
no
no
no
yes
no
[50-60)
5
11
3
16
1
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
4
56
0
12
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[70-80)
6
85
0
29
0
0
0
InternalMedicine
Respiratory
Other
Respiratory
normal
no
no
no
no
[60-70)
7
59
0
14
0
3
1
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
4
39
0
15
0
0
0
InternalMedicine
Respiratory
Diabetes
Other
no
high
yes
yes
no
[50-60)
2
36
0
10
0
0
0
Cardiology
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
3
22
1
8
0
3
0
Other
Diabetes
Circulatory
Respiratory
no
no
yes
yes
yes
[70-80)
2
73
0
14
0
0
0
Cardiology
Respiratory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
10
61
5
29
0
0
0
Surgery
Circulatory
Respiratory
Respiratory
no
no
no
yes
no
[60-70)
5
64
6
29
0
0
0
Missing
Circulatory
Other
Circulatory
no
normal
yes
yes
yes
[40-50)
11
91
2
43
0
2
1
InternalMedicine
Respiratory
Respiratory
Other
no
no
no
no
yes
[50-60)
3
1
4
22
0
0
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
3
14
1
23
0
0
0
Other
Injury
Other
Other
no
no
yes
yes
yes