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these outliers in an unintended way Steps in conducting PCA with code examples Calculate the covariance matrix of the data. Calculate the eigenvalues and eigenvectors of the covariance matrix Choose the principal components (eigenvectors) to form the new basis. Transform the data into a new basis.