English city whose administrative centre is Chelmsford (5)
I believe the answer is:
essex
(Other definitions for essex that I've seen before include "Queen's favourite" , "County east of London" , "Chelmsford area" , "Harlow's county" , "R. Devereux, Earl of -" .)