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In recent years, the interplay between high-speed rail (HSR) systems and land markets has emerged as a topic of significant interest. Despite the growing attention, the specific effects and underlying mechanisms of HSR on land prices have not been extensively studied. Our research aims to bridge this gap by analyzing China's land transaction data.