def serialized(self):
        to_ret = {}
        for group, requirements in self.items():
            to_ret[group] = [str(requirement) for requirement in requirements]
        return to_ret
def __erase_empty_clusters(self):
        clusters, means, variances, pic, gaussians, rc = [], [], [], [], [], []