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parameter. DBSCAN is particularly useful for datasets with varying densities, irregular shapes, and noise. OPTICS OPTICS is another density-based clustering algorithm. It extends DBSCAN by providing a hierarchical representation to the clusters. The hierarchical clustering structure allows users to