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Unfortunately the microphone batteries died approximately halfway through, causing audio loss. I've trimmed off that content. Not sure if this is a small question or not but i'm wondering whether you can show us how to use ... particular item associated with that which is why I have a ... ah so this is an excellent question i introduced these operators only a little bit briefly in MIT 15.071 The Analytics Edge, Spring 2017 View the complete course: ocw.mit.edu/15-071S17 Instructor: Allison O'Hair ... So first what do i not want in general oh that's another kind of fun one is you could say that there's Manipulating, summarizing, and joining data using dplyr. ... nice plots the one I showed at the end of the