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Implement IDF transforms #4

@rth

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@rth

It would be necessary to implement IDF transforms, and possibly expose a TfidfVectorizer estimator.

This requires selecting a sparse array library. For now, we use custom CSRArray structs to represent CSR arrays. https://github.com/vbarrielle/sprs is a good candidate but this needs more investigation in any case.

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