| detect_categorical_outliers | Detect Rare Categories (Categorical Outliers) |
| detect_density | Detect Density-Based Anomalies (LOF) |
| detect_iforest | Detect Outliers using Isolation Forest (Machine Learning) |
| detect_multivariate | Detect Multivariate Anomalies (Mahalanobis Distance) |
| detect_outliers | Detect Anomalies in a Data Frame |
| detect_ts_outliers | Detect Anomalies in Time Series using STL Decomposition |
| diagnose_influence | Diagnose Influential Points in Linear Models (Cook's Distance) |
| plot_interactive | Create an Interactive Outlier Plot |
| plot_outliers | Plot Outliers with ggplot2 |
| scan_data | Scan Entire Dataset for Outliers |
| treat_outliers | Treat Outliers (Winsorization/Capping) |