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This process condenses extensive datasets right into a more compact set of consultant points. Especially beneficial in picture and signal processing, k-indicates clustering aids in data reduction by replacing groups of data details with their centroids, thereby preserving the Main data of the original data whilst noticeably decreasing the necessary