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One common toy, two rarer ones

A cereal brand hides one of 3 toys per box, but not equally: the common toy appears with probability 12\frac{1}{2}, and each of the two rarer toys with probability 14\frac{1}{4}, independently per box.

On average, how many boxes until you own all three toys?

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