Carter Lee Yes the 4 variables were the only ones that needed log transform based on the criteria we defined (given in the description). The df2 vs df are just variables we may have changed in some iteration. Basically, it’s the same dataframe being taken through the processing. Sometimes I like to save copies for reverting back or experimenting with different steps without having to run the whole notebook again.