The document defines percentiles and how they divide data into hundredths, with quartiles specifically dividing data into fourths. It describes how to compute quartiles and the interquartile range. Finally, it explains how to create and interpret box-and-whisker plots using the five number summary to visually depict the spread and symmetry of a data set.