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Thanks for visiting the Community, @adamr1. I appreciate your resourcefulness of finding the deleted transactions in the Audit Log.
In QuickBooks, deleted transaction can no longer be restored. Good thing that you've found those item in the audit log as you can use it to re-enter them.
For future reference, consider voiding a transaction rather than deleting it completely from your records.
Feel free to visit again if you have additional questions. We're always delighted to help you some more.