Semi-dynamic traffic assignment with residual demand for SimCenter R2D Features Quasi-equilibrium traffic assignment Temporal dynamics with residual demand Compatible with road network retrieved from OSMnx Use cases Calculating network traffic flow for small and large road networks (10 to 1,000,000 links) at sub-hourly time steps Visualizing traffic congestion dynamics throughout the day Assessing regional mobility and resilience with disruptions (e.g., road closure) Input Data Road Network nodes.csv edges.csv closed_edges.csv (designed for disruptive events) Demand OD.csv Output Data Travel time Travel route