cleverly.VariableImportanceEntry#

class cleverly.VariableImportanceEntry(candidate: str, parameter: str, adjustment_set: tuple[str, ...], estimate: ParameterEstimate, adjusted_pvalue: float | None)[source]#

One candidate exposure’s target estimate and declared adjustment set.

Parameters:

candidatestr: Candidate exposure column.
parameterstr: Estimand alias targeted for it.
adjustment_settuple of str: Covariates adjusted for, as declared.
estimateParameterEstimate: The estimate and its influence curve.
adjusted_pvaluefloat or None: Its p-value after the multiplicity adjustment. None on an entry whose estimate supplies no inference. variable_importance() never builds such an entry, because it refuses the estimator before its first fit.

Methods#