>>14417178The past has already been observed, so it is not random anymore. We use conditional distributions for this. Probability is just a way to reason about uncertain or unknown outcomes, including future events.
For instance, you know whether yesterday rained. Now, you can make probabilistic statements about whether it is going to rain in the coming days.
