Choosing a random natural number with bijection with rationals

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It's said that you can't choose a random natural number. But what if you take a bijection between the natural numbers and, say, the rational numbers in the unit interval, and then choose a random rational number from that interval, and then take the corresponding natural? Why doesn't this work?