In the context of this research, the superior-dimensional data of Avenue good quality, comprising 16 variables, is condensed into a scaled-down set of principal elements through PCA. Recognizing that a solitary principal component is insufficient to encapsulate the original p variables, the research endeavors to detect secondary, tertiary, and even