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FACET is an open source library for human-explainable AI that combines sophisticated model inspection and model-based simulation to enable better explanations of supervised machine learning models. It includes components for model inspection, model simulation, and an enhanced machine learning workflow. It also introduces sklearndf, an augmented version of scikit-learn with enhanced support for pandas data frames.