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Is there a similar tool as the tfidf vectorizer which converts a collection of raw documents to a matrix of TF-IDF features in a R package?

See this for reference.

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You should check out the text2vec R package. It has TF-IDF capabilities.

Here's the link to the package info: text2vec

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