Fig. 4

Spatial distributions of the annual mean values of the SOS, EOS and LOS from 2001–2020. The legends for the SOS and EOS indicate the specific month in which the SOS and EOS occurred, and the LOS is measured in days. Maps were created using ArcGIS 10.8.1 (https://www.esri.com/en-us/arcgis/).