The battle with the highest number of casualties was the Battle of .

The Battle of the Somme had by far the highest number of casualties among these choices, with roughly a million killed, wounded, or missing. Gettysburg had about 50,000 casualties, while Waterloo and Bunker Hill had substantially fewer. Therefore, the correct choice is the Somme.

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