Indian Liver Patient Records with 583 Clinical Test Samples

583 patient records from North East Andhra Pradesh, India, containing 416 liver patient and 167 non-liver patient cases. The data includes 441 male and 142 female patient records, with clinical attributes like bilirubin levels and liver enzymes. It was collected from test samples and sourced from the UCI Machine Learning Repository.

Use Cases

• Binary classification of liver disease status based on clinical markers like bilirubin and enzyme levels.
• Analysis of liver disease prevalence and biomarker correlations within a specific Indian population.
• Feature importance analysis for diagnostic prediction using attributes such as age, gender, and albumin-globulin ratio.

Strengths

• Contains 583 total patient records with a clear class label (416 liver patient, 167 non-liver patient).
• Includes demographic breakdown (441 male, 142 female) and 10 clinical attributes per record.
• Patient ages are capped at 90 for privacy, providing a standardized handling for older patients.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Last update date is unknown; freshness unverified.
• Data may reflect geographic bias inherent to being collected from a single region in India.

Provenance

Source

UCI Machine Learning Repository

Collection Method

Collected from test samples

Geography

North East of Andhra Pradesh, India