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
| 53
| 3
| 25
| 0
| 1
| 0
|
Missing
|
Injury
|
Circulatory
|
Circulatory
|
no
|
no
|
yes
|
yes
|
no
|
[70-80)
| 11
| 44
| 1
| 13
| 0
| 1
| 0
|
Family/GeneralPractice
|
Other
|
Other
|
Diabetes
|
no
|
no
|
no
|
no
|
yes
|
[70-80)
| 1
| 65
| 0
| 9
| 1
| 1
| 0
|
InternalMedicine
|
Respiratory
|
Circulatory
|
Circulatory
|
no
|
no
|
no
|
no
|
yes
|
[60-70)
| 5
| 49
| 0
| 10
| 1
| 2
| 0
|
InternalMedicine
|
Other
|
Other
|
Diabetes
|
no
|
no
|
no
|
yes
|
no
|
[80-90)
| 4
| 73
| 2
| 11
| 0
| 0
| 0
|
Missing
|
Digestive
|
Circulatory
|
Other
|
no
|
normal
|
no
|
yes
|
no
|
[80-90)
| 3
| 61
| 0
| 10
| 1
| 0
| 1
|
Missing
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
yes
|
yes
|
[80-90)
| 7
| 80
| 1
| 10
| 0
| 0
| 0
|
InternalMedicine
|
Circulatory
|
Circulatory
|
Diabetes
|
normal
|
no
|
no
|
no
|
yes
|
[60-70)
| 5
| 37
| 1
| 12
| 0
| 1
| 0
|
Emergency/Trauma
|
Injury
|
Circulatory
|
Diabetes
|
no
|
no
|
yes
|
yes
|
no
|
[70-80)
| 3
| 34
| 3
| 12
| 0
| 0
| 0
|
Other
|
Musculoskeletal
|
Diabetes
|
Circulatory
|
no
|
no
|
yes
|
yes
|
yes
|
[40-50)
| 2
| 32
| 0
| 16
| 2
| 0
| 0
|
InternalMedicine
|
Other
|
Respiratory
|
Other
|
no
|
no
|
no
|
yes
|
yes
|
[50-60)
| 1
| 60
| 0
| 14
| 0
| 0
| 0
|
Missing
|
Other
|
Diabetes
|
Circulatory
|
no
|
no
|
no
|
no
|
no
|
[80-90)
| 4
| 36
| 3
| 3
| 0
| 0
| 0
|
InternalMedicine
|
Digestive
|
Other
|
Circulatory
|
no
|
no
|
no
|
yes
|
no
|
[70-80)
| 1
| 61
| 0
| 17
| 0
| 0
| 0
|
Family/GeneralPractice
|
Respiratory
|
Respiratory
|
Diabetes
|
no
|
no
|
no
|
no
|
yes
|
[60-70)
| 1
| 11
| 0
| 8
| 0
| 1
| 1
|
Surgery
|
Circulatory
|
Circulatory
|
Circulatory
|
no
|
no
|
no
|
no
|
yes
|
[40-50)
| 7
| 56
| 4
| 15
| 0
| 0
| 0
|
Missing
|
Digestive
|
Respiratory
|
Circulatory
|
no
|
no
|
no
|
no
|
no
|
[60-70)
| 1
| 46
| 1
| 2
| 0
| 0
| 0
|
Emergency/Trauma
|
Other
|
Respiratory
|
Circulatory
|
no
|
no
|
no
|
no
|
no
|
[40-50)
| 3
| 53
| 3
| 12
| 0
| 0
| 0
|
Other
|
Injury
|
Other
|
Diabetes
|
no
|
high
|
yes
|
yes
|
yes
|
[50-60)
| 8
| 54
| 2
| 32
| 2
| 1
| 0
|
Missing
|
Diabetes
|
Respiratory
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 3
| 31
| 2
| 12
| 1
| 0
| 0
|
Missing
|
Diabetes
|
Musculoskeletal
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[50-60)
| 2
| 36
| 1
| 18
| 0
| 0
| 0
|
Missing
|
Diabetes
|
Other
|
Respiratory
|
no
|
no
|
no
|
yes
|
yes
|
[80-90)
| 7
| 8
| 0
| 10
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Other
|
Other
|
no
|
no
|
no
|
no
|
no
|
[50-60)
| 11
| 2
| 0
| 9
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
no
|
no
|
[80-90)
| 2
| 36
| 0
| 7
| 1
| 0
| 0
|
Missing
|
Other
|
Other
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[80-90)
| 4
| 60
| 0
| 9
| 0
| 1
| 0
|
Missing
|
Digestive
|
Other
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[80-90)
| 2
| 43
| 0
| 17
| 0
| 0
| 0
|
Missing
|
Digestive
|
Other
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[80-90)
| 3
| 65
| 0
| 19
| 0
| 0
| 0
|
InternalMedicine
|
Circulatory
|
Circulatory
|
Other
|
no
|
no
|
no
|
yes
|
yes
|
[50-60)
| 5
| 1
| 0
| 14
| 0
| 0
| 1
|
Emergency/Trauma
|
Circulatory
|
Circulatory
|
Respiratory
|
no
|
no
|
yes
|
yes
|
yes
|
[90-100)
| 4
| 27
| 4
| 4
| 0
| 0
| 0
|
Emergency/Trauma
|
Digestive
|
Other
|
Respiratory
|
no
|
no
|
no
|
no
|
yes
|
[80-90)
| 2
| 38
| 2
| 12
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Diabetes
|
Circulatory
|
no
|
no
|
yes
|
yes
|
yes
|
[40-50)
| 8
| 72
| 6
| 56
| 0
| 0
| 0
|
Other
|
Circulatory
|
Circulatory
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[80-90)
| 2
| 50
| 1
| 10
| 0
| 0
| 0
|
Missing
|
Digestive
|
Diabetes
|
Circulatory
|
no
|
high
|
yes
|
yes
|
yes
|
[50-60)
| 3
| 57
| 2
| 9
| 0
| 0
| 0
|
Other
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[50-60)
| 1
| 52
| 0
| 7
| 0
| 0
| 0
|
Missing
|
Respiratory
|
Diabetes
|
Other
|
no
|
normal
|
no
|
no
|
no
|
[80-90)
| 4
| 68
| 0
| 12
| 0
| 0
| 0
|
Family/GeneralPractice
|
Other
|
Respiratory
|
Other
|
no
|
no
|
no
|
no
|
no
|
[70-80)
| 7
| 55
| 3
| 22
| 11
| 3
| 1
|
Family/GeneralPractice
|
Other
|
Circulatory
|
Other
|
no
|
high
|
yes
|
yes
|
yes
|
[50-60)
| 11
| 51
| 0
| 7
| 0
| 2
| 0
|
Other
|
Other
|
Respiratory
|
Other
|
no
|
no
|
no
|
no
|
yes
|
[40-50)
| 9
| 62
| 3
| 24
| 0
| 2
| 0
|
Other
|
Other
|
Diabetes
|
Circulatory
|
no
|
no
|
no
|
no
|
yes
|
[70-80)
| 2
| 29
| 2
| 17
| 0
| 0
| 0
|
Surgery
|
Circulatory
|
Diabetes
|
Circulatory
|
no
|
no
|
yes
|
yes
|
no
|
[70-80)
| 1
| 12
| 0
| 11
| 1
| 0
| 0
|
Missing
|
Respiratory
|
Other
|
Other
|
no
|
no
|
no
|
yes
|
yes
|
[90-100)
| 4
| 67
| 0
| 19
| 3
| 0
| 0
|
Missing
|
Respiratory
|
Other
|
Circulatory
|
no
|
no
|
no
|
yes
|
yes
|
[50-60)
| 3
| 27
| 1
| 16
| 2
| 0
| 2
|
Surgery
|
Other
|
Digestive
|
Diabetes
|
no
|
no
|
no
|
yes
|
no
|
[50-60)
| 13
| 50
| 1
| 11
| 0
| 3
| 0
|
Other
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
yes
|
yes
|
[70-80)
| 2
| 28
| 1
| 16
| 2
| 0
| 0
|
Other
|
Musculoskeletal
|
Musculoskeletal
|
Circulatory
|
no
|
no
|
yes
|
yes
|
no
|
[40-50)
| 2
| 30
| 3
| 11
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Circulatory
|
Circulatory
|
no
|
high
|
no
|
no
|
yes
|
[70-80)
| 3
| 61
| 1
| 16
| 0
| 0
| 0
|
Missing
|
Diabetes
|
Other
|
Circulatory
|
no
|
no
|
no
|
yes
|
yes
|
[40-50)
| 6
| 24
| 0
| 17
| 0
| 0
| 0
|
Family/GeneralPractice
|
Diabetes
|
Other
|
Digestive
|
high
|
no
|
no
|
yes
|
yes
|
[60-70)
| 1
| 1
| 6
| 11
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Diabetes
|
Circulatory
|
no
|
no
|
yes
|
yes
|
no
|
[80-90)
| 6
| 56
| 0
| 15
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Circulatory
|
no
|
no
|
yes
|
yes
|
yes
|
[80-90)
| 2
| 40
| 0
| 22
| 3
| 0
| 0
|
Missing
|
Other
|
Other
|
Circulatory
|
no
|
no
|
yes
|
yes
|
yes
|
[50-60)
| 8
| 79
| 3
| 32
| 1
| 0
| 0
|
Emergency/Trauma
|
Other
|
Other
|
Respiratory
|
no
|
normal
|
yes
|
yes
|
yes
|
[70-80)
| 2
| 63
| 5
| 14
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Circulatory
|
Diabetes
|
no
|
no
|
no
|
yes
|
no
|
[70-80)
| 5
| 54
| 0
| 12
| 0
| 3
| 0
|
Family/GeneralPractice
|
Circulatory
|
Other
|
Other
|
no
|
no
|
no
|
no
|
no
|
[70-80)
| 2
| 37
| 3
| 13
| 0
| 0
| 0
|
Cardiology
|
Circulatory
|
Circulatory
|
Diabetes
|
no
|
no
|
no
|
yes
|
yes
|
[60-70)
| 4
| 37
| 3
| 10
| 0
| 0
| 0
|
InternalMedicine
|
Respiratory
|
Diabetes
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[40-50)
| 2
| 52
| 1
| 16
| 0
| 0
| 0
|
Emergency/Trauma
|
Diabetes
|
Other
|
Other
|
no
|
high
|
yes
|
yes
|
yes
|
[60-70)
| 8
| 9
| 3
| 17
| 0
| 1
| 0
|
Missing
|
Other
|
Other
|
Diabetes
|
no
|
no
|
yes
|
yes
|
no
|
[70-80)
| 3
| 30
| 1
| 20
| 1
| 1
| 0
|
Other
|
Diabetes
|
Other
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[80-90)
| 8
| 60
| 5
| 38
| 0
| 0
| 0
|
Cardiology
|
Circulatory
|
Circulatory
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 3
| 45
| 2
| 39
| 0
| 1
| 0
|
Cardiology
|
Circulatory
|
Circulatory
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[60-70)
| 1
| 22
| 1
| 17
| 0
| 1
| 0
|
InternalMedicine
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[60-70)
| 5
| 76
| 0
| 13
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Other
|
no
|
high
|
no
|
no
|
no
|
[60-70)
| 6
| 74
| 0
| 13
| 0
| 0
| 0
|
Missing
|
Musculoskeletal
|
Other
|
Other
|
no
|
high
|
no
|
yes
|
no
|
[60-70)
| 4
| 52
| 0
| 23
| 0
| 0
| 0
|
InternalMedicine
|
Respiratory
|
Other
|
Respiratory
|
no
|
normal
|
no
|
yes
|
no
|
[70-80)
| 3
| 65
| 2
| 14
| 0
| 0
| 0
|
Family/GeneralPractice
|
Respiratory
|
Diabetes
|
Circulatory
|
no
|
normal
|
yes
|
yes
|
yes
|
[60-70)
| 4
| 38
| 1
| 13
| 0
| 0
| 0
|
InternalMedicine
|
Diabetes
|
Other
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 8
| 63
| 0
| 27
| 0
| 0
| 0
|
InternalMedicine
|
Circulatory
|
Respiratory
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[50-60)
| 2
| 33
| 0
| 11
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Diabetes
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[60-70)
| 5
| 36
| 0
| 11
| 0
| 1
| 0
|
InternalMedicine
|
Respiratory
|
Circulatory
|
Diabetes
|
no
|
no
|
no
|
yes
|
no
|
[70-80)
| 4
| 62
| 0
| 13
| 0
| 9
| 0
|
Other
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
no
|
no
|
[80-90)
| 7
| 8
| 0
| 22
| 0
| 0
| 0
|
Emergency/Trauma
|
Respiratory
|
Circulatory
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 3
| 36
| 0
| 12
| 0
| 1
| 0
|
Emergency/Trauma
|
Circulatory
|
Circulatory
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[80-90)
| 3
| 43
| 0
| 16
| 0
| 0
| 0
|
Missing
|
Respiratory
|
Circulatory
|
Diabetes
|
no
|
no
|
no
|
yes
|
yes
|
[60-70)
| 1
| 21
| 2
| 2
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Other
|
no
|
no
|
no
|
no
|
no
|
[80-90)
| 3
| 6
| 0
| 14
| 0
| 2
| 0
|
Emergency/Trauma
|
Respiratory
|
Diabetes
|
Other
|
no
|
no
|
no
|
yes
|
yes
|
[70-80)
| 1
| 2
| 0
| 13
| 0
| 1
| 1
|
InternalMedicine
|
Circulatory
|
Circulatory
|
Circulatory
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 4
| 52
| 0
| 9
| 0
| 0
| 0
|
InternalMedicine
|
Other
|
Respiratory
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[70-80)
| 4
| 26
| 0
| 5
| 0
| 1
| 2
|
Surgery
|
Digestive
|
Respiratory
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[70-80)
| 3
| 6
| 0
| 13
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Circulatory
|
Respiratory
|
no
|
no
|
no
|
yes
|
yes
|
[70-80)
| 5
| 65
| 2
| 48
| 0
| 0
| 0
|
Cardiology
|
Circulatory
|
Circulatory
|
Diabetes
|
no
|
no
|
yes
|
yes
|
yes
|
[50-60)
| 4
| 43
| 1
| 19
| 0
| 2
| 0
|
Missing
|
Circulatory
|
Other
|
Digestive
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 1
| 1
| 0
| 16
| 1
| 0
| 0
|
Missing
|
Diabetes
|
Other
|
Respiratory
|
no
|
no
|
yes
|
yes
|
no
|
[50-60)
| 13
| 81
| 3
| 31
| 0
| 0
| 0
|
InternalMedicine
|
Other
|
Other
|
Diabetes
|
no
|
no
|
yes
|
yes
|
no
|
[60-70)
| 8
| 56
| 2
| 13
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[60-70)
| 4
| 42
| 0
| 9
| 0
| 1
| 0
|
InternalMedicine
|
Respiratory
|
Respiratory
|
Respiratory
|
no
|
high
|
no
|
no
|
yes
|
[50-60)
| 3
| 61
| 0
| 11
| 0
| 0
| 0
|
Family/GeneralPractice
|
Other
|
Circulatory
|
Other
|
no
|
no
|
no
|
yes
|
no
|
[80-90)
| 1
| 43
| 0
| 12
| 0
| 0
| 0
|
Missing
|
Circulatory
|
Circulatory
|
Diabetes
|
no
|
no
|
yes
|
yes
|
yes
|
[70-80)
| 4
| 65
| 1
| 23
| 0
| 0
| 0
|
Missing
|
Injury
|
Other
|
Injury
|
no
|
normal
|
yes
|
yes
|
no
|
[50-60)
| 2
| 27
| 0
| 8
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Diabetes
|
no
|
no
|
yes
|
yes
|
no
|
[60-70)
| 3
| 33
| 1
| 15
| 0
| 0
| 0
|
Missing
|
Respiratory
|
Respiratory
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[70-80)
| 4
| 52
| 0
| 9
| 0
| 0
| 0
|
Emergency/Trauma
|
Other
|
Circulatory
|
Diabetes
|
no
|
no
|
yes
|
yes
|
no
|
[50-60)
| 4
| 53
| 2
| 22
| 0
| 0
| 0
|
Surgery
|
Circulatory
|
Diabetes
|
Other
|
no
|
no
|
no
|
no
|
yes
|
[60-70)
| 1
| 10
| 0
| 6
| 0
| 0
| 0
|
Missing
|
Digestive
|
Other
|
Diabetes
|
no
|
no
|
no
|
yes
|
yes
|
[70-80)
| 3
| 58
| 0
| 20
| 1
| 2
| 1
|
Other
|
Diabetes
|
Respiratory
|
Other
|
no
|
no
|
yes
|
yes
|
yes
|
[60-70)
| 4
| 80
| 0
| 19
| 0
| 0
| 0
|
Missing
|
Other
|
Other
|
Circulatory
|
no
|
high
|
yes
|
yes
|
no
|
[40-50)
| 7
| 50
| 1
| 21
| 0
| 0
| 1
|
Missing
|
Respiratory
|
Other
|
Respiratory
|
no
|
no
|
yes
|
yes
|
yes
|
[80-90)
| 12
| 37
| 0
| 13
| 0
| 0
| 0
|
Missing
|
Respiratory
|
Respiratory
|
Respiratory
|
no
|
no
|
no
|
no
|
no
|
[70-80)
| 5
| 27
| 0
| 7
| 0
| 1
| 0
|
InternalMedicine
|
Circulatory
|
Circulatory
|
Circulatory
|
no
|
no
|
no
|
no
|
no
|
[70-80)
| 3
| 38
| 1
| 29
| 0
| 0
| 0
|
Surgery
|
Musculoskeletal
|
Other
|
Respiratory
|
no
|
no
|
yes
|
yes
|
yes
|
[50-60)
| 10
| 66
| 1
| 28
| 0
| 2
| 0
|
Missing
|
Other
|
Other
|
Other
|
no
|
no
|
yes
|
yes
|
no
|
[50-60)
| 3
| 22
| 1
| 13
| 0
| 0
| 0
|
Other
|
Musculoskeletal
|
Diabetes
|
Respiratory
|
no
|
no
|
no
|
no
|
no
|
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