Excel is different, but there's enough similarities that it kind of fits in that mental model. One of the differences is now all of a sudden, it's much more important what you name your column names. The order changes are nightmare. Next tip is to use what are called accessors which are really cool. You can pretty much do anything that you can do in Python on a string, you can doing in pandas.