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In the context of the research, the higher-dimensional data of street top quality, comprising 16 variables, is condensed right into a more compact list of principal factors through PCA. Recognizing that a solitary principal element is insufficient to encapsulate the initial p variables, the research endeavors to establish secondary, tertiary, and p