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I am doing an OLS regression. My data has large negative, many zeros and large positive values.

How can I transform my data in such a way that I can take the log of this data?



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You can add the most negative value to all you observations, making them all positive. Whether this changes the model in good way or a bad way is something you'll have to decide.