Probably a better dataset to demo dplyr.

[chainsawriot]

https://github.com/chainsawriot/mannheim_computational/blob/master/data/fifa2018.csv

I did that with my MKW students.

https://github.com/chainsawriot/mannheim_computational/blob/master/w3_dplyr.R