The Lake House (2006)

A solitary physician, who previously lived in a peculiar house by the lake, starts a correspondence filled with affection through letters with its past inhabitant, a discontented architect. As their bond deepens, they must work together to decipher the enigmatic circumstances surrounding their remarkable connection before time runs out.