Lastly, a spatial view of the analyzed variables was observed, revealing some possible spatial clustering of 311 building violations complaints, a less clear spatial distribution of permit issuance and an obvious spatial clustering of renter-occupied housing unit percentage. The outliers detected in the first part of the analysis are clearly observed, too.