Time series classification is a growing problem in different disciplines due to the progressive digitalization of world. The best state-of-the-art algorithms focus on performance, seeking possible results, leaving interpretability at second level, if any. Furthermore, interpretable proposals are far from providing competitive results. In this work, focused time classification, we propose new re...