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Deleted items are held in the "Recycle Bin" folder and purged after 30 days. There are no recovery options after the 30 days have passed.
- Sign in to https://portal.office.com
- Click on OneDrive icon
- Click on Recycle bin on the left
- Select file or files that you need to restore
- Click on Restore button on the top
Additional Information
For more information, please review this Microsoft KB article:
Restore Deleted Files or Folders