enstools.scores.normalized_root_mean_square_error

enstools.scores.normalized_root_mean_square_error(reference: DataArray, target: DataArray, method: str = 'iqr') DataArray

Normalized RMSE with two normalization methods, absolute range and inter quartile range (less sensitive to outliers)

\[\sqrt{\frac{1}{n}\sum_{i=1}^{n}(reference_i-target_i)^2}/range\]
Parameters:
referencexarray.DataArray
targetxarray.DataArray
method: str

select between the iqr (inter quartile range) or the range (absolute range). Default is “iqr”

Returns:
root_mean_square_error: xarray.DataArray

A data array with the time-series of the root mean square error