There's a fascinating site that maps distributions of surnames in the UK at various times in history:

http://gbnames.publicprofiler.org/Surnames.aspx

Here's the map for Blackburn in 1881:

http://gbnames.publicprofiler.org/Map.aspx?name=BLACKBURN&ye...