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Can I add new fields (attributes or facts) to data sets?

Without getting errors or blowing up existing reports? Or do I have to "start from scratch" each time I want to add something new at the end of the CSV file I've been uploading? if it's not possible, it would be nice to be able to add a new field to the end of a CSV and have the system recognize it as something new and let me just add that field to the data model.
Inappropriate?
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