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The Raritan can be crossed on the Landing Lane bridge, just west of New Brunswick. It's not ideal, but the Raritan basin borders also on Staten Island, with all of its bikeless bridge connections this is good company. If the crossing needs to be made further east than Landing Lane, then the train is a good option.