gw.gwutils.get_standardization_dict

gw.gwutils.get_standardization_dict(
    extrinsic_prior_dict,
    wfd,
    selected_parameters,
    transform=None,
)

Calculates the mean and standard deviation of parameters. This is needed for standardizing neural-network input and output.

Parameters

Name	Type	Description	Default
extrinsic_prior_dict	dict		required
wfd	WaveformDataset		required
selected_parameters	list[str]	List of parameters for which to estimate standardization factors.	required
transform	Transform	Operator that will generate samples for parameters contained in selected_parameters that are not contained in the intrinsic or extrinsic prior. (E.g., H1_time, L1_time_proxy)	None