Datasets:
aai540-group3
/
diabetes-readmission

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time_in_hospital
float64
1
14
num_lab_procedures
float64
1
132
num_procedures
float64
0
6
num_medications
float64
1
81
number_outpatient
float64
0
42
number_emergency
float64
0
76
number_inpatient
float64
0
19
number_diagnoses
float64
1
16
change
float64
0
1
diabetesMed
float64
0
1
race:AfricanAmerican
float64
0
1
race:Asian
float64
0
1
race:Caucasian
float64
0
1
race:Hispanic
float64
0
1
race:Other
float64
0
1
gender:Female
float64
0
1
gender:Male
float64
0
1
age:70+
float64
0
1
age:[0-10)
float64
0
1
age:[10-20)
float64
0
1
age:[20-50)
float64
0
1
age:[50-70)
float64
0
1
admission_type_id:Elective
float64
0
1
admission_type_id:Emergency
float64
0
1
admission_type_id:New Born
float64
0
1
admission_type_id:Trauma Center
float64
0
1
discharge_disposition_id:Discharged to Home
float64
0
1
discharge_disposition_id:Other
float64
0
1
admission_source_id:Emergency
float64
0
1
admission_source_id:Other
float64
0
1
admission_source_id:Referral
float64
0
1
admission_source_id:Transfer
float64
0
1
medical_specialty:Cardiology
float64
0
1
medical_specialty:Emergency/Trauma
float64
0
1
medical_specialty:Family/GeneralPractice
float64
0
1
medical_specialty:Gastroenterology
float64
0
1
medical_specialty:Hematology/Oncology
float64
0
1
medical_specialty:InternalMedicine
float64
0
1
medical_specialty:Nephrology
float64
0
1
medical_specialty:ObstetricsandGynecology
float64
0
1
medical_specialty:Orthopedics
float64
0
1
medical_specialty:Other
float64
0
1
medical_specialty:Psychiatry
float64
0
1
medical_specialty:Pulmonology
float64
0
1
medical_specialty:Radiology
float64
0
1
medical_specialty:Surgery-Cardiovascular/Thoracic
float64
0
1
medical_specialty:Surgery-General
float64
0
1
medical_specialty:Urology
float64
0
1
diag_1:Circulatory
float64
0
1
diag_1:Diabetes
float64
0
1
diag_1:Digestive
float64
0
1
diag_1:Genitourinary
float64
0
1
diag_1:Infectious
float64
0
1
diag_1:Injury
float64
0
1
diag_1:Mental
float64
0
1
diag_1:Musculoskeletal
float64
0
1
diag_1:Neoplasms
float64
0
1
diag_1:Non-diabetes endocrine/metabolic
float64
0
1
diag_1:Other
float64
0
1
diag_1:Respiratory
float64
0
1
diag_1:Skin
float64
0
1
diag_2:Circulatory
float64
0
1
diag_2:Diabetes
float64
0
1
diag_2:Digestive
float64
0
1
diag_2:Genitourinary
float64
0
1
diag_2:Infectious
float64
0
1
diag_2:Injury
float64
0
1
diag_2:Mental
float64
0
1
diag_2:Musculoskeletal
float64
0
1
diag_2:Neoplasms
float64
0
1
diag_2:Non-diabetes endocrine/metabolic
float64
0
1
diag_2:Other
float64
0
1
diag_2:Respiratory
float64
0
1
diag_2:Skin
float64
0
1
diag_3:Circulatory
float64
0
1
diag_3:Diabetes
float64
0
1
diag_3:Digestive
float64
0
1
diag_3:Genitourinary
float64
0
1
diag_3:Infectious
float64
0
1
diag_3:Injury
float64
0
1
diag_3:Mental
float64
0
1
diag_3:Musculoskeletal
float64
0
1
diag_3:Neoplasms
float64
0
1
diag_3:Non-diabetes endocrine/metabolic
float64
0
1
diag_3:Other
float64
0
1
diag_3:Respiratory
float64
0
1
diag_3:Skin
float64
0
1
metformin:Down
float64
0
1
metformin:No
float64
0
1
metformin:Steady
float64
0
1
metformin:Up
float64
0
1
repaglinide:Down
float64
0
1
repaglinide:No
float64
0
1
repaglinide:Steady
float64
0
1
repaglinide:Up
float64
0
1
nateglinide:Down
float64
0
1
nateglinide:No
float64
0
1
nateglinide:Steady
float64
0
1
nateglinide:Up
float64
0
1
chlorpropamide:Down
float64
0
1
chlorpropamide:No
float64
0
1
chlorpropamide:Steady
float64
0
1
chlorpropamide:Up
float64
0
1
glimepiride:Down
float64
0
1
glimepiride:No
float64
0
1
glimepiride:Steady
float64
0
1
glimepiride:Up
float64
0
1
glipizide:Down
float64
0
1
glipizide:No
float64
0
1
glipizide:Steady
float64
0
1
glipizide:Up
float64
0
1
glyburide:Down
float64
0
1
glyburide:No
float64
0
1
glyburide:Steady
float64
0
1
glyburide:Up
float64
0
1
pioglitazone:Down
float64
0
1
pioglitazone:No
float64
0
1
pioglitazone:Steady
float64
0
1
pioglitazone:Up
float64
0
1
rosiglitazone:Down
float64
0
1
rosiglitazone:No
float64
0
1
rosiglitazone:Steady
float64
0
1
rosiglitazone:Up
float64
0
1
acarbose:Down
float64
0
1
acarbose:No
float64
0
1
acarbose:Steady
float64
0
1
acarbose:Up
float64
0
1
miglitol:Down
float64
0
1
miglitol:No
float64
0
1
miglitol:Steady
float64
0
1
miglitol:Up
float64
0
1
tolazamide:No
float64
0
1
tolazamide:Steady
float64
0
1
tolazamide:Up
float64
0
1
insulin:Down
float64
0
1
insulin:No
float64
0
1
insulin:Steady
float64
0
1
insulin:Up
float64
0
1
glyburide-metformin:Down
float64
0
1
glyburide-metformin:No
float64
0
1
glyburide-metformin:Steady
float64
0
1
glyburide-metformin:Up
float64
0
1
A1Cresult:>7
float64
0
1
A1Cresult:>8
float64
0
1
A1Cresult:None
float64
0
1
A1Cresult:Norm
float64
0
1
max_glu_serum:>200
float64
0
1
max_glu_serum:>300
float64
0
1
max_glu_serum:None
float64
0
1
max_glu_serum:Norm
float64
0
1
readmitted
int64
0
1
5
45
2
14
0
0
1
6
0
1
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1
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1
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1
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1
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1
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1
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0
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1
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0
0
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1
0
0
0
1
0
0
8
51
0
15
0
0
1
9
1
1
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1
0
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1
0
1
0
0
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1
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1
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1
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1
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1
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1
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1
0
0
1
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0
0
1
0
0
0
1
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1
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1
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0
1
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1
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
4
55
1
11
0
0
0
5
1
1
0
0
1
0
0
1
0
1
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1
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1
4
62
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11
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