I want to set all values below a constant c to c itself in a netcdf file: file.nc
A solution using climate data operators (CDO) would be
cdo mul -gec,$c file.nc file.nc t1.nc
cdo add -mulc,$c -ltc,$c file.nc t1.nc output.nc
rm -f t1.nc
But is there a neater/shorter way to do this?
You can use NCO's ncap2 to do this easily.
For example, set all values of x
below 100 to 100 in file.nc
and output in file2.nc
:
>>> ncap2 -s 'where(x<100.) x=100;' file.nc -O file2.nc
ncap2's clipping operator is most concise:
ncap2 -s 'x=x>>100' in.nc out.nc
Using Python with NumPy and netCDF4 you could do the following:
import numpy as np
from netCDF4 import Dataset
dataset = Dataset('/path/to/dataset','r+')
data = dataset.variables['data_variable_name'][:]
threshold = 100 # or whatever your constant c is
# np.where(condition, value if true, value if false)
new_data = np.where(data < threshold, threshold, data)
# Write your new data back to the NetCDF file
dataset.variables['data_variable_name'][:] = new_data[:]
dataset.close()
Good luck!