rasterio crs returns None while it has crs in ArcMap

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I clipped a raster in ArcMap, reprojected it to wgs84 and exported it as tiff file. Then I read this raster using rasterio and the .crs returns 'None', but I am expecting it to return the corresponding epsg value. This seems relevant, I tried activating the environment but of no use. I do not understand "GDAL_DATA or PROJ_LIB environment variable pointing to an invalid location". What does this mean? What might be the reason to get 'None' crs?

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