By the way there is a way to calculate Kelly from a "stream" of trade returns, whilst taking uncertainty into account. You can use a Bayesian updating, which takes account of the uncertainty in the estimates you have so far.
So for example if you saw one hundred +1%, and one -5%, you wouldn't...