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This document offers an analysis of how the air quality index (AQI) impacts housing prices across U.S. counties from 2000 to 2022. Using R, we refine our dataset to remove outliers, then apply linear and fixed effects regression models to understand AQI's influence on log-transformed housing prices, controlling for county and annual variations.