def read(fname):
    return open(os.path.join(os.path.dirname(__file__), fname)).read()
def notify(self, means, covariances, clusters):
        """!
        @brief This method is used by the algorithm to notify observer about changes where the algorithm
                should provide new values: means, covariances and allocated clusters.