UPDATE: I solved my problem. My best-guess is that, when you have a tax zone defined that doesn't associate with any specific geographical zone, that tax is added as well by default. I made a few changes, so I am not sure, but I think that was what was wrong (I had a zone that was geographically undefined)
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