The mean#
The mean is an important value to summarize and predict a distribution.
It has two interesting properties:
The sum of all deviations around the mean is zero;
It is the value that gives the smallest sum of squared deviations.
These properties are useful to think about when we are looking for a line to describe the relationship of one value to another.