Neighborhood environments are believed to contribute to negative health outcomes; however, accurately measuring area attributes remains challenging. The objective of this research is to quantify the presence of (or lack of) environmental injustices characterized by the geographic distribution of neighborhood stressors related to the built and social environment in the South Bronx that may contribute to poor health outcomes. Objective environmental audits were collected and coded for over 2,000 block faces. Physical and social indices were calculated. Bivariate correlations and spatial regressions revealed potential environmental injustices related to the distribution of social and physical environmental stressors at the local level. This novel dataset has many future applications in the effort to understand the connection between health, environmental justice, and location.