Risk evaluation of thaw settlement using machine learning models for the Wudaoliang-Tuotuohe region, Qinghai-Tibet Plateau

•Machine learning models were applied in thaw settlement risk evaluation.•The underground ice content is the key factor leading to thaw settlement.•Random forest model performed better than traditional settlement index model.