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Wales have been drawn in Group B alongside top seeds Bosnia-Herzegovina. Scotland, meanwhile, face Germany, a much tougher task.
Wales will face Holland in a friendly in Amsterdam in June, the Football Association of Wales has announced.
The Dutch will use the fixture, set for Wednesday, June 4 at the Amsterdam Arena, as part of their final preparations for their World Cup campaign in Brazil.