This paper focuses on the automatic extraction of routable mathematical graphs from open-data sources for the representation of real-world public transport networks. We start with the composition of the information required to define a graph for determining passenger journeys. Next, we explain the content of the used open data sources and demonstrate its appropriateness. Third, we apply our developed tool used for the graph derivation. The generated graphs provide a comprehensive representation of real-world multimodal public transportation networks.