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the initial stage of normalization. We build a new reduced dataset from the K chosen principle components. reducedData= FeatureVectorT x ScaledDataT Here, reducedData is the Matrix consisting of the principal components, FeatureVector is the matrix we formed using the eigenvectors we chose to keep,