I tried to reproduce consistency score using gaussian kernel density. I have two series. One with a mean of 20% and another with a mean of -20% with same variance. Guess what the consistency score is? 90%. This is clearly flawed. I am clearly not an expert with this but you can play with the random generators and notice that sometimes different distributions get a high consistency score.
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