Information Dashboard Design - is definitely the first one you should read. It really gives a more high level overview of charting best practices and dashboard design.

Show me the Numbers - goes much more in depth about the details of the different chart types and visualization best practices. There's a chapter or two on each of the main chart types.

Now You See It - This is described as a companion book to Show me the Numbers and focuses on data analysis as opposed to pure visualization.