Abstract Clustering plays a crucial role in data mining and pattern recognition. but the interpretation of clustering results is often challenging. Existing interpretation methods usually lack an intuitive and accurate description of irregular shapes and high dimensional datas. This paper proposes a novel clustering explanation method based on a Multi-HyperRectangle(MHR). https://www.diegojavierfares.com/