Is this similar to the p(A|B) and p(B|A) terms in Bayes Therom?

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Say there are a given number of seats at a table, and a given number are filled, and a given number are empty:

Percentage of seats empty = number of seats open / totals seats

Percentage of seats taken = number of seats taken / total seats

Percentage of seats empty + Percentage of seats open = 100%

Is this similar to the p(A|B) and p(B|A) terms in Bayes Therom?

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First "proportion" is not always the same as "probability". It relies on the contents.

Probably, because we read $P(A|B)$ as "probability of A given B" you might think "given" is related to conditional probability.

However, conditional Probability $P(A|B)$ means "Probability that event A happens under the condition that event B happened".

First, the proportion of the empty seats means what Probability? Second, "Given number" means "a specific number". It doesn't mean "under the condition". Not related to the conditional probability at all.

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No, it is just the principle of complements.   The sum of the measures of a set and its complement equals the measure of the total.

If $S$ is the set of seats open, and $T$ the set of all seats (so $S\subseteq T$), then the set of seats taken is the relative complement of $S$ over $T$ (ie $T{\smallsetminus}S$).

$$\lvert S\rvert+\lvert T{\smallsetminus}S\rvert=\lvert T\rvert$$

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