The prevalence of region-based urban data has opened new possibilities for exploring correlations among regions to improve planning and smart-city solutions. Region embedding, which plays a critical role in this endeavor, faces significant challenges related the varying nature city effectiveness downstream applications. In paper, we propose novel framework, HREP (Heterogeneous Embedding with Pr...