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Moreover, more than 99% of the elements are 0. Because if a sentence has 10 words, only 10 elements of the 5000 will be non-zero. We use PCA to reduce the dimensionality. But how to decide the number of components to take? Let’s look at the plot of variance explained vs the number of components or