The object of LSR is to establish a relation between two sets of variables (typically x and y). This relation can for instance be used in the future to predict y when x is known, or it can be used to determine constants in a physical/chemical relation.
In this example we will use a dataset with only one x- and y-variable. The relation between x and y will typically be a linear one, the simplest example is: