Geospatial Analysis of Violations

Conducting a geospatial examination of the dataset can provide valuable insights into the geographic distribution of health violations across various locations. By utilizing the latitude and longitude information available for each establishment, a map can be generated to visually represent the concentration of violations in specific geographical areas. This analysis aims to pinpoint clusters of non-compliant establishments or areas exhibiting consistently high or low compliance rates. Additionally, overlaying demographic or economic data onto the map may unveil correlations between the socio-economic context of an area and the adherence to health and safety standards by food establishments. Geospatial tools and visualizations, such as heatmaps or choropleth maps, can be utilized to comprehensively depict the spatial distribution of violations.