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[Update]: We have just released v1.9.0 with Logarithmic Axis. Please checkout gallery page for Logarithmic Scale.
I have made necessary change as per your requirement. And here is the updated fiddle. Hope, this will help you.
And in log scale you can plot only positive numbers. So, for negative numbers and zero you can transform it to null value.