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Data Preprocessing

Prepare data for anomaly detection

prep_for_anomaly()
Prepare Data for Anomaly Detection

Anomaly Detection

Score and flag anomalies

score_anomaly()
Score Anomalies Using Unsupervised Machine Learning
flag_top_anomalies()
Flag Top Anomalies Based on Score Threshold
get_top_anomalies()
Get Top Anomalous Records

Report Generation

Generate comprehensive audit reports

generate_audit_report()
Generate Automated Data Quality Audit Report
create_rmd_template()
Create R Markdown Template

Benchmarking & Metrics

Evaluate performance and extract metrics

extract_benchmark_metrics()
Extract Benchmark Metrics from Scored Data
calculate_benchmark_metrics()
Calculate Benchmarking Metrics
calculate_feature_importance()
Calculate Feature Importance for Anomalies