Large-scale geospatial data pave the way for machine learning algorithms, and a good representation is related to whether model effective. Hence, it critical task learn effective feature data. In this paper, we construct spatial graph from locations propose contrastive method location representations. Firstly, skeleton in order preserve primary structure of solve positioning bias problem remote...