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Your overall style is pretty good. I would recommend for plots, a little more creativity is applied.
I really like the overall flow of your work, the commenting is good and it is easy to follow. You have a very nice and structured flow to your work
Your introduction page shows your comfort level with markdown which is impressive
Moving forward, I would explore the dataset a little more, and see how specific variables relate to each other
I would recommend using ggplot for plotting. It has some really nice features that can be explored for your data. It is really useful for understanding various parts of the data
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