Added Python implementation of the filter.

The book kind of side stepped the Python implementation for awhile.
I put the implementation much earlier to give reader familiarity with
the equations earlier. I moved the ooptional walkthrough to the end of
the text, but it needs extensive editting as the code is quite obsolete.