BUG: nasty pickle effects when switching python versions between writing and reading.

The changes are needed in order to be able to read python2 written files with python3 and vice versa. This is frequent as one may write the files on a large system that supports python2 only and analyze data on a the computer at home that only provides python3. It's ugly enough and a good reason to think about switching from pickle in future.