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In page The Gold-Bug:

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The actual "gold-bug" in the story is not a real insect. Instead, Poe combined characteristics of two insects found in the area where the story takes place. The Callichroma splendidum, though not technically a scarab but a species of longhorn beetle (Cerambycidae), has a gold head and slightly gold-tinted body. The black spots noted on the back of the fictional bug can be found on the Alaus oculatus, a click beetle also native to Sullivan's Island.[8]