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that this function is not overwritten by other packages. I find that a sigma (bandwidth) of 0.2 gives a fair readout for the point pattern density. PointPatterns$Astrocytes_Dens <- with(PointPatterns, density(Astrocytes, sigma = 0.2, col = topo.colors)) With this ready, I want to give you an