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Sorry for the delay in submitting this. I had a lot of trouble unpacking how to do the for loop for the testing/training data in Assignment 1, and I finally think I really understand it. Thanks for this assignment -- it helped clarify things, and forced me to really understand the code. I put some annotations into my code to explain why I did the things I did, and I hope it can partially justify the tardiness.

Re: Assignment 3 --

The code is very interesting. I do think this is relevant to stories I could do in the future and, in fact, I think I've heard of journalists doing something similar – either to mine a huge set of emails etc., or to sift through a sudden document dump quickly. I wonder how much manual clean up there would have to be after running the code (if there is no standardization in how the bills are titled, etc.).

The code makes sense, definitely from a high level, and most of it also from a practical/doable level (though I would like to learn more about the encoder/vectorizer parts).

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