This is assuming each trial has an independent probability.
In other words, lets say that I perform $50$ trials a $100$ times. I know that the event happened only in $5\%$ of those hundred $50$-trial sets. How can I estimate the probability of it happening in any given single trial?
Also, this probably has a well known name and solution. I would be happy to be pointed to it and reading more.