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Inside the context of this study, the higher-dimensional data of Road high quality, comprising sixteen variables, is condensed right into a scaled-down set of principal components by PCA. Recognizing that a solitary principal component is insufficient to encapsulate the original p variables, the study endeavors to recognize secondary, tertiary, and