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In this video, the focus is on using the Poisson distribution to calculate the probability of a customer service firm receiving at least three calls per hour on its toll-free number. The average number of calls per hour is three, represented by lambda. The probability is found by using the Poisson distribution formula, where X represents the number of calls. To find the probability that X is greater than or equal to three, the complement rule is applied by calculating 1 minus the probability of X being less than 3. This approach allows for the determination of the desired probability for the given scenario.