The document discusses the Poisson distribution, a discrete probability distribution formulated by Simeon Denis Poisson in 1837, characterized by the mean number of occurrences (λ) within a specified time interval. It is applicable in scenarios involving rare events, where traditional binomial calculations become impractical, and requires certain assumptions of independence and event occurrence. Examples and calculations illustrate its application, including determining accident probabilities at a specific intersection over time.