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hey everybody today were combining data frames and are using the left join command and talking about mutating joints a little bit more generally all the join commands were going to use today are in the d plier package thats included in the tidyverse family of packages and ive already loaded that up with library tidy verse were going to do two different examples and the first one uses some data sets in the baby names package so youll see ive loaded that up with library baby names there are two data frames in this set that were going to be interested today interested in today first of all is just the baby name set lets take a look at that its a tibble so itll print nicely here we have about 2 million observations with 5 variables each your sex and name are all exactly what they sound like n is the number of times the certain name was assigned to a child born in that year with that sex and prop is the proportion of children of that sex born in that year that were assigned that