Reading the graph, the number of stores drops most sharply between 2004 and 2005, going from approximately $140$ stores down to approximately $95$ stores.

This is a decrease of about $45$ stores, which is the largest single-year drop shown on the graph.

The greatest decrease occurred from 2004 to 2005.