On the morning of August 27 , 2006 , at around 06:07 EDT , the Bombardier Canadair Regional Jet 100ER that was being used Using for the flight crashed Catastrophe while attempting to take off Departing from Blue Grass Airport in Fayette County , Kentucky , west of the central business district of the City of Lexington .