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I got this to work, so I thought I'd post what the problem was in case someone else stumbles across the same issue in the future. I needed to change the position of my stage simulation floorplan so that one map corner was in the top left section of the coordinate plan (-x, y). This lined the map in stage up with the costmap, getting rid of the errors.

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