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variance ratio explained_variance_ratio = pca_full.explained_variance_ratio_ cumulative_explained_variance = explained_variance_ratio.cumsum() # Plot the cumulative explained variance ratio to find the optimal number of components plt.figure(figsize=(10, 6)) plt.plot(range(1,