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In the context of this research, the substantial-dimensional data of Avenue quality, comprising 16 variables, is condensed into a smaller sized set of principal parts as a result of PCA. Recognizing that a solitary principal part is inadequate to encapsulate the first p variables, the study endeavors to recognize secondary, tertiary, as well as qua