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For that reason, this research is dedicated to determining crucial indicators with sizeable impacts on urban House good quality and employs dimensionality reduction strategies to streamline the model when retaining crucial info, thereby tackling this analysis obstacle. Against this backdrop, the indicators of Road high quality have grown to be the