A K-means clustering method was used to classify a cell-area (the area covered
by a base stations) and tag a certain land use category or traffic semantic attribute
(such as working, residential, or urban road) based on four feature data (including
real-time user volume, inflow, outflow, and incremental flow) extracted from the CDR data.
By combining the geographic information of mobile phone base stations,