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Pattenburg is an unincorporated community located within Union Township in Hunterdon County, New Jersey, United States. The Norfolk Southern Railway's Lehigh Line (formerly the mainline of the Lehigh Valley Railroad), runs through Pattenburg and Lehigh Line's south entrance to the Pattenburg Tunnel is located in Pattenburg.