Player is the opposite of Gentleman. Gentleman is derived from Gentle. Gentle is similar to Mild. 
Fat is related to Pig. Pig is related to Cop. 
Player <--Antonym--> Gentleman --DerivedFrom--> Gentle <--SimilarTo--> Mild 
Fat <--RelatedTo--> Pig <--RelatedTo--> Cop 