Uranium mining isn't clean at all. Between Greenpeace (full of business school hacks) and lobby pressured EU courts, there's a middle ground.
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Interestingly, the 4% actual “waste” is also quite valuable for industrial, scientific and medical purposes too. Radiation treatments for cancer, X-ray machines, etcetera all can use isotopes from it. This is not mentioning smoke detectors, betavoltaics and the numerous other useful things that can be made out of them. Deep space missions by NASA rely on betavoltaic power sources. Currently, there is a shortage, which has resulted in various missions being cancelled. Our failure to recycle “spent” nuclear fuel rods is a wasted opportunity.