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Here's a chart that visualizes the theory behind Amaranth's big bet. They thought the spread between the March 2006 and the April 2006 Natural Gas Futures would widen. It did for a while but when gas, and natural gas, prices collapsed, the spreads narrowed and Amaranth lost billions.