In graphics, there is the Utah teapot which has become a standard reference object for graphic tests. Is there such a standard reference dataset for tests for improvements/benchmarking in higher-dimensional datasets? For example a standard map or 2D dataset to test for GIS performance improvements or other such benchmarking? 
Is there a 'teapot' dataset for spatial/high dimensional structures?
data sets;benchmarking