The document explains frequency distribution in statistics as a table summarizing the frequency of outcomes within a sample, displaying counts across various classes. It outlines the types of frequency distributions, including relative and cumulative distributions, and illustrates how to create and interpret these tables with examples related to pet types. Additionally, it discusses the advantages of using frequency distributions for data summarization and graphical representation.