Open the Compounds Manager.
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Locate the entry for the desired compound in the left-hand sidebar list.
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Hover over the compound entry and click the trashbin icon that appears on hover.
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Confirm your deletion.
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Text previously tagged as compound data will be highlighted in your application to facilitate making the appropriate updates as you desire.
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See this article for steps to delete all compounds at once.