mesmer.stats.get_lambdas_from_covariates

mesmer.stats.get_lambdas_from_covariates#

mesmer.stats.get_lambdas_from_covariates(lambda_coeffs, yearly_pred)#

function that relates fitted coefficients and the yearly predictor to the lambdas. We usee a logistic function between 0 and 2 to estimate the lambdas, see lambda_function.

Parameters:
  • lambda_coeffs (xr.DataArray) – The parameters of the power transformation for each gridcell and month, with dims (months, coeff, n_gridcells) calculated using fit_yeo_johnson_transform.

  • yearly_pred (xr.DataArray) – yearly values used as predictors for the lambdas. Must have shape shape (n_years, n_gridcells).

Returns:

lambdas (xr.DataArray of shape (months, n_gridcells, n_years)) – The parameters of the power transformation for each gridcell month and year