Creation note should not go in docstring
Adding a function which calls a function only with the appropriate keyword args for the evaluator functions
Moving evaluate method #70 and removing METRICS dictionary #54
Better explanation
Moving evaluate method #70 and removing METRICS dictionary #54 plus some minor docstring changes and kwarg signature
More rewording