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Pozycja Graph-Supported Preparation of GIS Machine Learning Datasets(Wydawnictwo Politechniki Łódzkiej, 2023) Ernst, SebastianThe paper presents an approach to preparing spatial (GIS) datasets for machine learning models, and using graph structure to materialise and utilise the results. The presented work is based on the Spatially-Triggered Graph Transformations (STGT) methodology, previously used for many realworld applications, e.g. in the area of smart cities. A workflow using OSM data is presented, aimed at improving the granularity and semantic annotation of map features.