Is there a way to crop a NETCDF file?
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
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.
Note that longitude can be specified using 0:360 or also -180:180 conventions irrespective of that used in the input file. The output conventions will follow those used in the cdo command. This this command can also be used to convert a file from one format to the other.
For more details on extracting subregions, I have posted this video tutorial on youtube
If you don't have cdo
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.
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
data = nc.open_data("example.nc")
data.crop(lon = [25, 50], lat = [30, 40])
data.to_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