Complex sentence: After leaving office, Rau lived with his family in the federal capital Berlin, however they also kept a house in Wuppertal.
Split into simpler sentences: After leaving office, Rau lived with his family in the federal capital Berlin. However, they also kept a house in Wuppertal.