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From the context of this review, the higher-dimensional data of Avenue high quality, comprising sixteen variables, is condensed into a smaller list of principal factors as a result of PCA. Recognizing that a solitary principal ingredient is insufficient to encapsulate the initial p variables, the research endeavors to identify secondary, tertiary,