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Working with Multidimensional Coordinates¶. Author: Ryan Abernathey Many datasets have physical coordinates which differ from their logical coordinates.Xarray provides several ways to plot and analyze such datasets. Regridding of irregular model grids Many (most) oceanographic and climate models work on grids that are not based on standard lat-long coordinates. While it is common for these models to provide remapping and gridded outputs to make the user’s life a bit easier, it is not by any means unusual to have to do the regridding yourself. Comparison of 5 regridding algorithms; ... is that pre-installed modules like NetCDF, MPI, and ESMF are incompatible with the conda-installed equivalents. In addition the PyNIO Python module is used for reading and writing files in several different data formats, including netCDF, netCDF 4, GRIB1, GRIB2, HDF 4, HDF-EOS 2 and HDF-EOS5, and CCM history files, similar to the NCL file input/output functionality. PyNGL and PyNIO provide Python interfaces to most of the NCL functionality.