Data clustering using hybrid water cycle algorithm and a local pattern search method

•Hybrid water cycle with evaporation rate and Hookes-Jeeves algorithms.•The application of proposed hybrid method for data clustering problems.•The proposed method outperforms other clustering methods reported in literature.•Performance is based on solution quality and/or number of function evaluations.