Where is miss peregrine and the peculiar children in movie?

In the 2016 film adaptation of "Miss Peregrine's Home for Peculiar Children", the characters played by Eva Green, Asa Butterfield, Ella Purnell, Chris O'Dowd, Samuel L. Jackson, Judi Dench, and Terence Stamp reside on a Welsh island called Cairnholm.