Scientific Visualization: Python + Matplotlib

Scientific Visualization: Python + Matplotlib (by Nicolas Rougier) is a free open-source book about, well, scientific data viz using these two tools. Read as a PDF, order a printed copy, and dig around on the GitHub for sources and code examples.