They were called to the Navy Yard just before 9:30 a.m.
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The fire department said about 100 gallons of oil spilled, some into the river.
The leak is now contained and under control.
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It is not clear what caused the spill.
Chopper 6 video of oil spill response at Philadelphia Navy Yard