Along with David Eads, I gave a talk on cleaning data based on my experience working with convictions and elections data at the Chicago School of Data Conference. The session detail page is here and my slides are here. You might find my speaker notes helpful. They’re in the GitHub repo for the slide deck.
Image: Mud Volcanos creative commons licensed (BY-ND) flickr photo by “Caveman Chuck” Coker