Linear Relationship

If the relationship between two variables is a perfect linear relationship, then a scatterplot of the points will fall on a straight line as shown below.


With real data, there is almost never a perfect linear relationship between two variables. The more the points tend to fall along a straight line the stronger the linear relationship. The figure below shows two variables (husband's age and wife's age) that have a strong but not a perfect linear relationship.