It probably depends on where the water table is. I've seen dandelion roots that were still going strong at eight feet, but that was a few years from the edge of a quarry. On my plot, I can dig them out easily. I've heard some tales of horsetail roots though! They've been around since long before the dinosaurs, survived ecological disasters which make global warming look like a joke, and you can expect them to be tough!