 About 11.5% of families and 31.8% of the population were below the poverty line, including 19.6% of those under age 18 and 9.5% of those age 65 or over.Like most of the Shenandoah Valley, Harrisonburg has traditionally been a Republican stronghold.It was one of the first areas of Virginia where old-line Southern Democrats began splitting their tickets.