Mapping change in United State polling places 

I always love your videos Julia! I learn so much every time. Thank you for all the screencasts! Hopefully you haven't stopped and I am looking forward for more!

After recently having hacked my way through a similar attempt to visualize data by state, this was a like receiving "the answer sheet" from your teacher. Really appreciate the smart use of usmap information, building the tibble to facilitate the join of state abbr to state(lower) and the ever-useful window commands in dplyr!

As Usual, Brilliant work from a brilliant data scientist...

brilliant work, thank you Julia!

Yes, new video. its been a while. love this content.

Excellent, thank you.

Thanks, another investing video.

We see Julia we click Like !! :)

Thank you Julia for another excellent video. I have been trying to replicate your methods of generating a Canadian Provincial Map with the outlines of the provinces. For some reason map_data doesn't include borders to provinces the way that the states is set up. Do you have any ideas, how I can use map_data to do this? I am using map_data("world", "Canada") to get the provinces.

With a left join you keep all the rows

I've been watching your text mining videos recently. I'm about to start a project mining case notes for info on clients' relatives. I'm hoping to build a model that can predict if a case note contains that info or not. Any tips would be appreciated!