A Python library to explain machine learning models by hierarchically aggregating single explanations of its predictions. Explanations are provided as decision rules describing the logic behind the algorithm's decision. GlocalX mimics clustering algorithms and builds on top of them by further enriching their join procedure through approximate logical merge.