Thanks for this great submission! I've gone through the lesson now twice and each time it gets better each time.
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Please feel free to use the line numbers provided on the preview if that helps with anchoring your comments, although you can structure your review as you see fit. This lesson is now under review and can be read at: The Programming Historian has received the following tutorial on 'Analyzing Documents with Tf-idf' by.