Looking For Spatial Dataset That Has Variables For Both Local And Global Attributes

A standard spatial dataset would have a list of n coordinates (like X and Y or longitude and latitude) and then n sets of covariates (local attributes). I’m looking for a spatial dataset like this that replicates these n data points K times, where K is the number of global attributes, and each global measurement applies uniformly to all n locations.