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From the context of the study, the higher-dimensional data of Avenue quality, comprising 16 variables, is condensed right into a more compact list of principal factors by means of PCA. Recognizing that a solitary principal part is inadequate to encapsulate the initial p variables, the study endeavors to discover secondary, tertiary, and in some cas