The CitySim Dataset provides 1140 minutes of vehicle trajectory data extracted from drone videos recorded at 12 locations. Trajectories are generated through a five-step procedure ensuring high accuracy and include rotated bounding boxes to improve safety evaluation. The dataset covers diverse road geometries and facilitates research in autonomous vehicle safety, digital twin applications, and traffic analysis.