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this paper employs the K-prototypes clustering algorithm to deal with mixed valued data, and designs a hybrid clustering algorithm based on particle swarm optimization algorithm and K-prototypes algorithm by using the strong local search ability and fast convergence characteristic of the K-prototypes algorithm and the strong global search ability of particle swarm optimization algorithm.