I've downloaded the USDA Crop Data Layer (data available here, note large file: http://www.nass.usda.gov/research/Cropland/SARS1a.htm) and want to import it into R for analysis. I've imported other large GTIFF files (e.g., LANDSAT data), but get the following error when I call the function:
r <- raster(file)
Error in .rasterObjectFromFile(x, band = band, objecttype = "RasterLayer", :
Cannot create a RasterLayer object from this file.
where "file" is any of the .tif files provided by USDA (I'm using the Midwest regional compilation).
I suspect the problem is that the GTiff is categorical data (land use categories) rather than true ordinal / spectral data, but I don't understand why it would render fine in an image editor (e.g., Preview) and balk in R / GDAL.
Thanks for the help.
Edit: if this should go on the GIS forum, please let me know. Generally, it seems that programming approaches to spatial problems reside here, no?
Hmm, renaming the file "temp.tif" or something similar solved the problem. Very odd as the filename included just a-z, 0-9, and the _ character.
To others experiencing GDAL problems: recommend playing with this. If anybody knows the true root problem, please let me know. Original filename was
cdl_tim_r_ia_2010_utm15.tif
,cdl_tm_r_il_2010_utm16.tif
, etc.Thanks.
I was able to recreate your error message with the same file, and it seems that GDAL requires pathnames that go deeper than just the home directory, at least on a Mac. That is, the pathname required going back to /Users/myname/cdl_tm_r_nv_2010_utm11.tif instead of just ~/cdl_tm_r_nv_2010_utm11.tif as one of your USDA crop file examples. I managed to open the file with
and then just navigating to the GeoTiff.