During the context of the review, the high-dimensional data of street good quality, comprising sixteen variables, is condensed right into a smaller sized list of principal factors via PCA. Recognizing that a solitary principal element is insufficient to encapsulate the initial p variables, the study endeavors to identify secondary, tertiary, and in