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in general though, my experience is that there is not a single plotting package out there, for julia, python, or matlab, that handles scale transformations well. for my work i have almost always simply taken the log of the data myself.
I'm a huge fan of the diagonal line functionality.
For a scatter plot on a log scale, it doesn't seem to function. No diagonal line shows up with the following code.
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