Im trying to analyze and extract patterns from several raster layers, something like what is done for non-raster features. Im interested in learning techniques that describe the distribution of cells across my study region. I see similar aims are achieved using moving window analyses, local point or kernal density or hotspot analysis in arcmap. Problem is, you can’t use any of these arcmap tools for rasters, it generally requires point data. I can’t convert these raster cells to points because the raster layer contains various land cover categories or more than one value. Is there a way to extract the different values from a raster layer to points in a feature layer but retain the categories that exist in the raster? Or, is there any tool I can use to analyze or determine patters in rasters. Also open to using R to do this? Thanks in advance!

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