R is the de facto statistical
package in the Open Source world. It's also quickly becoming the default
data-analysis tool in many scientific disciplines.
R's core design includes
a central processing engine that runs your code, with
a very simple interface to the outside world. This basic interface
means it's been easy to build graphical interfaces that wrap the
core portion of R, so lots of options exist that you
can use as a GUI.