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Removing a zero (0) from an attribute value

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I have an attribute value that I will be joining to a CSV file. The problem I am having is that the values in the field I will be joining with, some of the values start with a 0 (zero). Is there a way to remove the zero from the value without going through each and every one before I do the join?

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