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Liver Health and Hepatitis C Diagnostic Dataset
Public Health & Epidemiology
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About
The Hepatitis C Prediction Dataset contains laboratory and demographic data for blood donors and Hepatitis C patients. It includes various blood biomarkers that can be used for classifying individuals as either healthy blood donors or Hepatitis C patients, including stages like Fibrosis and Cirrhosis. The dataset was obtained from the UCI Machine Learning Repository and is commonly used in predictive modeling for medical diagnostics.
Features
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Category: Diagnosis or category of the patient. Possible values:
0=Blood Donor: Healthy blood donors0s=suspect Blood Donor: Individuals suspected to be blood donors1=Hepatitis: Patients diagnosed with Hepatitis2=Fibrosis: Patients in the Fibrosis stage of Hepatitis progression3=Cirrhosis: Patients in the Cirrhosis stage of Hepatitis progression
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Age: Age of the individual in years.
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Sex: Gender of the individual (
ffor female,mfor male).
Laboratory Data
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ALB (Albumin): Measures the amount of albumin in the blood, an indicator of liver and kidney function.
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ALP (Alkaline Phosphatase): An enzyme related to the liver, bones, and other tissues. High ALP levels may indicate liver disease or bone disorders.
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ALT (Alanine Aminotransferase): An enzyme found in the liver that helps convert proteins into energy. High ALT levels can indicate liver damage.
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AST (Aspartate Aminotransferase): An enzyme found in various tissues, including the liver and heart. Elevated AST levels can signal liver or heart damage.
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BIL (Bilirubin): A substance produced by the liver. High levels of bilirubin in the blood may indicate liver dysfunction or hemolysis.
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CHE (Cholinesterase): An enzyme that helps break down acetylcholine. Low levels can be associated with liver disease.
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CHOL (Cholesterol): A waxy substance in blood. While essential, high levels may increase the risk of cardiovascular diseases.
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CREA (Creatinine): A waste product filtered by the kidneys. High levels can indicate impaired kidney function.
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GGT (Gamma-Glutamyl Transferase): An enzyme in the liver. High levels may be a sign of liver disease or bile duct issues.
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PROT (Total Protein): Total amount of proteins in the blood, reflecting liver and kidney health.
Usage
The dataset is primarily used for classification tasks to predict whether an individual is a blood donor or has Hepatitis C, including stages of progression like Fibrosis and Cirrhosis. It can support machine learning applications in healthcare, particularly in building diagnostic models for liver health.
Coverage
The dataset provides a broad range of laboratory features relevant to Hepatitis C and includes healthy blood donors as well as patients with different stages of liver disease.
License
- Database License: Open Database License (ODbL)
- This means the data can be shared and adapted, provided that any derived work also remains open and is attributed to the original dataset source.
Who Can Use It
- Medical researchers and healthcare professionals interested in liver disease diagnostics.
- Data scientists and machine learning practitioners developing models for disease prediction.
- Students and educators looking for a real-world dataset in medical data science.
How to Use It
This dataset can be used to:
- Develop and train classification models for identifying Hepatitis C and its progression.
- Create diagnostic tools to aid in early detection of liver diseases.
- Explore biomarker analysis to understand how different blood values correlate with liver disease stages.
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