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:

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