Synonyms - Regrid, Resample, Reproject
In general, we often need to interpolate data because of various reasons. For example, we may have some messy unstructured data structure which are basically point clouds with arbitrary and we want to move them to a structured data structure.
Resampling - Moving data to a higher or lower resolution
Regridding - Moving data from one grid resolution/composition to different one
Guides
Packages
xcdat for horizontal regridding - Notebook
xcdat for vertical regridding - Notebook
Comparison of Interpolation Methods - xarray, pyinterp, xegrid, scipy - Notebook
Simple example with rioxarray &
xarray
- blogExample with GOES and rioxarray - stackoverflow
Pyresample Tutorial - ipynb
Example with
GOES,pyproj,pyresample,cartopy
- ipynb