Is there a way to crop a NETCDF file?

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盖世英雄少女心
盖世英雄少女心 2021-02-09 02:55

Imagine that you have a file example.nc, that has wind data defined in 90N, 90S, 180E, 180W region. Is there anyway I could in linux, with a simple nc-type command

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  • 2021-02-09 03:31

    NCO works fine, but just to list an alternative, one can also do it using cdo (climate data operators), which I find easier to remember. You can specify directly the longitude and latitude values in this way:

    cdo sellonlatbox,lon1,lon2,lat1,lat2 infile.nc outfile.nc
    

    where lon1,lon2,lat1,lat2 define the boundaries of the area you require. If you don't have it already installed you can get it on Ubuntu with

    sudo apt-get install cdo
    

    cdo has many other functions for processing, combining and splitting files and an excellent online documentation.

    Note that for CDO to work the coordinate variables (lat/lon) need to be defined according to CF conventions, so in that way the NCO solution is more robust (see the comments).

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  • 2021-02-09 03:49

    Yes, using ncks from the NCO package: http://nco.sourceforge.net/nco.html

    If you know the indices corresponding to the lat/lon range you want, let's say they are 30-40 in latitude and 25-50 for longitude for example, then you could crop the netCDF file with

    ncks -d lat,30,40 -d lon,25,50 example.nc -O cropped_example.nc
    

    make sure you specify the indices with integer values.

    Otherwise you can also directly specify the range of the lat and lon values you want, but in this case you must make sure to use decimal points to pass the range as floats.

     ncks -d lat,30.,-10. -d lon,-30.,60. example.nc -O cropped_example.nc
    
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  • 2021-02-09 03:50

    If you are on Linux or macOS, you can do this easily using nctoolkit (https://nctoolkit.readthedocs.io/en/latest/) on Python.

    import nctoolkit as nc
    nc.options(lazy = True)
    data = nc.open_data("example.nc")
    data.clip(lon = [25, 50], lat = [30, 40])
    data.write_nc("output.nc")
    

    Under the hood, nctoolkit uses CDO. So the above is the equivalent of the CDO approach mentioned above:

    cdo sellonlatbox,lon1,lon2,lat1,lat2 infile.nc outfile.nc
    
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