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I realised that if maximize is set to false meaning the fitness values are negative.
The lower fitness values (the fitness values with a higher number but lower value) would still be prefered in procreation as the eval would only consider the size of the number but not it's value. In essence it would ignore the negativity of the fitness values.
This branch proposes a fix.
find in code:
opt_probs.py line 102-116
find new test:
test_opt_probs.py line 151-168
(had to fix the six problem so I could run the tests)