Hi, We have developed a novel approach for detecting outliers in categorical datasets which you might want to add to this excellent repository. - Theory: https://onlinelibrary.wiley.com/doi/full/10.1111/sjos.12407 - Software: https://github.com/mlindsk/molic /Mads