Income by zipcode across five NYC boroughs. In both plots, darkers areas mean lower income. We see the highest incomes in Manhattan and parts of north Brooklyn. In the second plot, buildings that HPD has initiated action against are plotted in blue. While there are smattering of lawsuits in the higher income areas, the vast majority of the lawsuits are concentrated in two clusters: low-income areas of the Bronx and Brooklyn/Queens. We are missing section of southern Queens, due to dropped zip codes during data wrangling (missing data for income, population, evictions, or litigations could have caused this).