Acknowledgements:
Thank Dr. Alemu Gonsamo for publishing the circumpolar vegetation dynamics product and Dr. Xiaona Chen for distributing the snow cover phenology data. This work was financially supported in part by the National Natural Science Foundation of China (No. 31670718 and 31870531), and in part by the National Key Research and Development Program of China (2017YFC0210102).