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[Music] hi im vincenzo hoya and welcome to staff 545 the video series designed to help you write a clean and modern data analysis remember how weve been saying that a tibble in its columns hold vectors well it turns out that they can also hold lists and because lists can hold anything that means that a typical can hold anything too and this opens up a world of possibilities when it comes to a data analysis because we can now hold things like linear models probability distributions you name it in a table but the flexibility of lists comes at a cost because theyre harder to calculate with you cant even add or subtract anything to a list so todays topic were going to be looking at the per package in r to help you do calculations more easily with lists and by the way if you need a refresher on what vectors and lists are take a look at episode 13a and as in that episode ill be referring to atomic vectors as simply just vectors in this episode the first method is to iterate using the
