Nearly 400 radar observations of the tornadoes (latitude/longitude of tornado center, intensity, diameter of the 35 ms-1 isodop) from the lowest elevation angle data available (ranging from ~50-550 m above radar level) are coupled with digital elevation model (DEM) GIS data and 2011 national land cover database (NLCD) GIS data using ArcMap. The categorical NLCD data are reclassified with quantitative values of roughness lengths as specified by the EPA’s AERSURFACE user guide. A singular dataset is constructed that couples intensity, elevation, and land cover classification for the location of the tornado center (for elevation) and within the specified 35 ms-1 tornado radius (for land cover). The high spatio-temporal resolution of the radar dataset (2 – 56 s updates, range gate spacing as low as 30 m) supersedes the resolution of any previous observational study relating tornadoes with topography or land cover in the pier-reviewed literature. The high resolution data allows for improved confidence in the geographic placement of tornado features in the context of the land cover/topography. Statistical correlations, composite analysis, and multivariate linear regression models are used to evaluate the quantitative relationships between tornado intensity and both topography and land cover type, and their statistical significance.