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Comment by swiftcoder
I'm curious what happens if instead of picking the winners, you try to exclude the losers. Cut anything whose fundamentals put them below your coin flip line, keep the rest. If your result that good fundamentals are necessary but not sufficient is correct, then excluding bad fundamentals should beat the index.