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the categories (terms) of the categorical column. In this case, that is ‘tfidf’ columns. Lastly, you can use ‘n_component’ argument to set how many dimensions you want to reduce to. Here, I’m setting it to 3 so that the result will use just 3 dimensions to express the original information as much