A Appendix A.1 Datasheet for UrbanKG Dataset

We have presented the UrbanKG dataset construction progress in Section 2. The detailed statistics of We implement all models by using PyTorch. All experiments are conducted on eight NVIDIA RTX 3090 GPUs. For example, [2020/4/1/4:20, (40.68, -74.01), 2020/4/1/4:26, (40.68, -73.99)] is Human Mobility: We construct human mobility dataset based on taxi service and bike trip data. The inflow and outflow of a POI can be calculated by counting the number of taxi passengers, taxi drivers and bikers, who enter and leave within a period of time. NYC mobility prediction, we calculate the inflow and outflow at each POI at 30-minute intervals from April 1st to June 31st, 2020.