Structured Data Readiness

+ Data Quality Metrics

Check completeness Check outliers Check duplicity

+ Fairness Metrics

Check representation rate
Check statistical rate

+ Correlation Analysis

Perform Correlation Analysis

+ Feature Relevance

Check feature relavancy against target

+ Class Imbalance

Evaluate imbalance degree

+ Privacy Preservation

Differential privacy by adding laplacian noise:
Evaluate single attribute risks:
Evaluate multiple attribute risks:

+ FAIRness Evaluation