This iPython Notebook demonstrates how to generate a map of major Holocene volcanic eruptions. I think it's a good introduction to basic analysis and visualization of georeferenced data with Python tools.
Data is from the Smithsonian Global Volcanism Program. Recently the website was updated with improved search tools and ...