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In the context of the research, the high-dimensional data of street quality, comprising 16 variables, is condensed into a scaled-down set of principal factors via PCA. Recognizing that a solitary principal ingredient is inadequate to encapsulate the original p variables, the examine endeavors to identify secondary, tertiary, and in some cases quate