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let's just do a start um so this is going to be a conversation of chapter number 11 for R for data science um we had to do a quick pivot um we had to do a quick pivot from the person who is GNA lead today's conversation so if anybody's watching this or reviewing this later um I am going to rely on some of the old previous notes that were written but it looks like because of the addition change to the book some of these notes may not align with the chapter so I'm going to switch back and forth between the chapter and the notes and it's just DJ and I today so DJ I think you and I just we're just going to discuss some things and it's gonna be less formal and then we can just kind of talk about like what we see and any questions that you have or I can highlight some things that I think were important um go from there is that cool yeah all right cool all right let me share my screen here I'm gonna actually sit down so stand up

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