Indian Liver Patient Records from Andhra Pradesh, 583 Total Cases

583 patient records, including 416 with liver disease and 167 without, were collected from North East Andhra Pradesh, India. The dataset contains 11 clinical and demographic features such as bilirubin levels and enzyme counts, used to evaluate prediction algorithms. It originates from the UCI Machine Learning Repository.

Use Cases

• Binary classification of liver disease based on clinical blood test results.
• Analyzing the relationship between patient age and liver enzyme levels.
• Investigating gender-based differences in liver disease indicators.
• Feature importance analysis for predicting liver disease status.

Strengths

• Contains 583 total patient records with a defined class label for disease presence.
• Includes 441 male and 142 female patient records, allowing for gender-based analysis.
• Provides 11 clinical features such as bilirubin levels and protein counts.

Limitations

• Row count for the full dataset is unknown, limiting suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• Data may reflect geographic bias inherent to its collection from a single region in India.

Provenance

Source

UCI Machine Learning Repository.

Collection Method

Collected from patient records.

Geography

North East Andhra Pradesh, India.