You will sometimes notice that the graph depicting Referring Pages in Site Explorer's Overview shows a drop or is on the decline; while the Referring Domains graph shows an increase in Referring Domains to your site.
Here's an example:
The reason is due to Ahrefs sometimes removing spammy pages from its database.
Related: