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This review principally utilized principal element Evaluation (PCA) for the dimensionality reduction of many Road quality indicators. While The true secret strategies of PCA have yielded predicted results, several debates persist. As an illustration, PCA necessitates data standardization to ensure the equitable contribution of each variable towards