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I have several redundant Google Analytics accounts for the same site and I wish to remove a few as their data is invalid.

How does one go about removing them?

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This is covered in the Google help page Delete/Cancel Analytics Accounts:

1. Remove the Analytics javascript code snippet from all your pages.
2. Click the Admin tab at the top right of any Analytics page.
3. Click the account that you want to delete.
4. Click the Account Settings tab.
5. Click the Delete this account link.
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