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The third set of the experiments is a testing of the proposed quaternions clustering framework and clustering validity indices. In this research kMeans for quaternions framework has been proposed as a preliminary step for mutual information for quaternions method. However, considering the importance of the problems, which can be resolved using proposed framework, it deserves a good amount of attention and numerical analysis. Therefore several experiments have been carried out to check the performance of that framework.