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The goal of this project is to develop methods and a user interface for using node embeddings from the Dutch population network for analysis in the social sciences. The first part of the project will apply recently developed techniques from explainable machine learning on the population network of the Netherlands. The second part will explore ways to make these techniques accessible to the wider research community in a user interface.