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It may not be the solution you are looking for but have you tried using "Replace References" to replace the broken fields with the new ones in your dashboard(s)?
So, after you replace the datasource you can:
- right click the field perd_sold, pick Replace References and then select Perd Sold as a replacement.
I hope this somehow can help you.