A simple linear model for Y in terms of X is often a useful summary of a relationship, but is not appropriate for all data sets.

A simple linear model is only appropriate when the cloud of crosses in a scatterplot of the data is regularly spread around a straight line.

It is important to look at any data set graphically before fitting a linear model to check that no curvature or outliers is present.

Temperature and latitude