Conditioning in one sentence

Conditional probability answers a narrower question: what is the chance of AA once we already know that BB occurred?

The formula P(Amid B)= rac{P(Acap B)}{P(B)} keeps only the outcomes inside BB and asks what fraction of them also fall in AA.

This is common in medical testing, quality control, weather forecasting, and risk analysis.

Checks before trusting the input

  • The overlap P(AcapB)P(Acap B) cannot exceed either marginal probability.
  • P(B)P(B) must be greater than zero, or the condition is undefined.
  • If the union implied by your inputs exceeds 11, the probabilities conflict.