This dataset was used in the study, “Assessing trail use changes using conformalized quantile regression with machine learning.” It contains trail segments with Strava counts and associated environmental characteristics. However, under the data-sharing agreement, the Strava data cannot be publicly released. Therefore, the dataset provided here is for illustrative purposes only: it preserves the original data structure, but the Strava count column has been replaced with zeros/NaN.