Before revision:  We test and demonstrate our proposed interpretability methodology on synthetic examples (dynamics on a circle and an ellipse) and on 3D human body movement data .
After revision:  We test and demonstrate our proposed interpretability methodology on synthetic examples (dynamics on a circle and an ellipse) and on 3D human body poses. We show that the methodology provides a high-quality unsupervised categorization of movements .