This supplement contains information regarding the implementation of the Gaussian Mixture Model (GMM), One-Class Support Vector Machine (OCSVM) and Isolation Forrest (iForest) algorithms which are used as anomaly detection benchmarks in the paper “A machine Learning Attack on Predatory Trading” (James et al., 2020).