Data with a twist: does free parking impact revenue?

We analyse how the revenue that a shop generates is based on footfall of customers entering the shop irrespective of how they park their cars.

Start with Revenue depending on just footfall. Notice the messy residuals.
The residual plot when we include Parking Type, gathers much more closely around the central horizontal line. This means we are explaining our data better.