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I made a few spelling/grammar tweaks. Most of my comments are in the bold comment blocks, as well as the changes you'll see below. I think in general you need to:\r\n- Sell the NLTK a bit more - why should somebody use this? Maybe an example from your own work could suffice, or some generalities. What does it do that means you should install it?\r\n- Walk them through the installation a bit more, rather than pointing at docs. I seem to recall `numpy` can be annoying to install.\r\n- Maybe troubleshoot a bit more? Some instructions are Windows only. does that mean the OS X users can skip it comfortably? (probably?)\r\n- A big one: I think for each of the commands that you provide, you need to provide 2-3 sentences on what it does. What's a dispersion plot? Why would somebody want to play with the tokens? etc.\r\n\r\nGood luck! Talk to you 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