Just downloaded the python version of lesson 44 - had to change all of the occurances of 'Numeric' to 'numpy', otherwise 'No module named Numeric' error is generated. Courtesy, no doubt, of a critical change in numpy within the last few years. Anyway, it now works magnificently. chris