To consider a different possible affective variable on building violations complaints a new linear model was built using renter-occupied housing units percentage as the regressor. The results were much more compelling, with R-squared of 0.379 and a negative correlation with -3.52 slope, as shown in Figures 6,7:
 
    Lastly, a spatial view of the analyzed variables was observed, revealing the same results as were seen in the regression models.