Found this on the Revolution Analytics blog: What does Barack Obama tweet about most? In essence, pull down all the tweets from the official Twitter feed for the President, grab the hashtags and create a bar graph.
I don't often use R interactively. I generally make a script, set it in crontab, and have it run automatically. So, I adapted it to run via Rscript.