The document discusses outliers, how to identify them, and how to treat them. It defines an outlier as a data point that is distant from other observations and explains how to calculate quartiles and interquartile range to find the cutoff points to identify outliers. The document presents three options to deal with outliers once identified: remove them, transform the data using square root, cube root, or log transformations.