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The current log scale detects automatically whether the data is positive or negative; for mixed data, the first signed valid determines whether the scale as a whole is positive or negative. What if instead, the scale threw an error, and required you to set the scale type to “logp” for positive values or “logn” for negative values (or switch to symlog or sqrt if you want both).