Description: This paper discusses a grant project to develop a series of experimental models for combining possibilities of text-mining with geospatial mapping in order to unlock the research potential of large-scale collections of historical newspapers. This paper documents the experiments and their outcomes, as well as the authors' recommendations for future work.