From the context of the research, the significant-dimensional data of Avenue quality, comprising 16 variables, is condensed into a scaled-down list of principal elements by PCA. Recognizing that a solitary principal component is insufficient to encapsulate the initial p variables, the review endeavors to identify secondary, tertiary, and perhaps qu