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During the American Civil War, both the Union and Confederacy had a desertion problem. From its 2.5 million or so men, the Union Army saw about 200,000 desertions. Over 100,000 deserted the Confederate army, which was less than a million men and possibly as little as a third the size of the Union Army.
New York suffered 44,913 desertions by the war's end, and Pennsylvania recorded 24,050, with Ohio reporting desertions at 18,354. About 1 out of 3 deserters returned to their regiments, either voluntarily or after being arrested and being sent back. Many of the desertions were by "professional" bounty men, men who would enlist to collect the often large cash bonuses and then desert at the earliest opportunity to repeat another enlistment elsewhere. If caught they would face execution; otherwise it could prove a very lucrative criminal enterprise.
The total number of Confederate deserters was officially 103,400. Desertion was a major factor for the Confederacy in the last two years of the war. According to Mark A. Weitz, Confederate soldiers fought to defend their families, not a nation. He argues that a hegemonic "planter class" brought Georgia into the war with "little support from non-slaveholders" (p. 12), and the ambivalence of non-slaveholders toward secession, he maintains, was the key to understanding desertion. The privations of the home front and camp life, combined with the terror of battle, undermined the weak attachment of southern soldiers to the Confederacy. For Georgian troops, Sherman's march through their home counties triggered the most desertions.
Adoption of a localist identity caused soldiers to desert as well. When soldiers implemented a local identity, they neglected to think of themselves as Southerners fighting a Southern cause. When they replaced their Southern identity with their previous local identity, they lost their motive to fight and, therefore, deserted the army.
A growing threat to the solidarity of the Confederacy was dissatisfaction in the Appalachian mountain districts caused by lingering unionism and a distrust of the slave power. Many of their soldiers deserted, returned home, and formed a military force that fought off regular army units trying to punish them. North Carolina lost 23% of its soldiers (24,122) to desertion. The state provided more soldiers per capita than any other Confederate state, and had more deserters as well.