I am trying to put together a complete list of all of the tools that computational scientists have found useful when trying to munge data, i.e. take data in one format, extract the useful bits, and put it into a different format.

So what are the libraries that you've used in the past to obtain data from fixed-width, CSV, XML, etc. files, to sort the data, and to output it into useful formats?