Experiment with transforming input data prior to KDE

[HarrisonWilde]

def get_transformer(X):
    """
    tried for transform input data before KDE
    - didn't work, not in use
    """
    from sklearn.preprocessing import PowerTransformer

    # bc = PowerTransformer(method="box-cox")
    yj = PowerTransformer(method="yeo-johnson")
    X_trans_bc = yj.fit(X)
    # norm_t = Normalizer()
    # norm_t = norm_t.fit(X_trans_bc.transform(X))
    return X_trans_bc
    # .transform(X)
    # logging.info(min(X_trans_bc), max(X_trans_bc), np.std(X_trans_bc))
    # return X_trans_bc

Starting point from old version of code above.