correlation_map

pyoptex.doe.utils.evaluate.correlation_map(Y, factors, Y2X, model=None, method='pearson')[source]

Computes the map of correlations for the provided design.

Parameters

Ypd.DataFrame

The decoded and denormalized design.

factorslist(Factor)

The list of factors in the design.

Y2Xfunc(Y)

The function to convert the design matrix Y to a model matrix X.

modelpd.DataFrame or None

The model, used to extract the parameter names.

method‘pearson’, ‘kendall’, or ‘spearman’

The correlation method to use.

Returns

corrpd.DataFrame

The dataframe of correlations.