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A comma-separated values (CSV) file stores tabular data (numbers and text) in plain-text form.
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Modifying CSV file in QGIS before joining it to shapefile?
Even easier still is to use your spreadsheet software (eg Excel) to "Find" and "Replace". Just find ' and leave the replace box blank, like this:
Then click "Replace all.