Pipeline(steps=[('whittakersmooth', WhittakerSmooth(differences=2, lam=1000.0)),
                ('arpls', ArPls(lam=1000.0, ratio=0.001)),
                ('standardscaler', StandardScaler(with_std=False)),
                ('plsregression', PLSRegression())])
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