Simple scoring class for python.
numpy sklearn
>>> labels = ... # some labels
>>> prediction = clf.predict(data) # some classifier
>>> scores = ScoringDict(labels=labels.flatten(), predictions=prediction.flatten())
...
>>> print ScoringDict.header()
>>> print scores