In the books the Emerald City is a thing long before the Wizard arrives. He just takes his place on the throne as ruler after he lands. It’s possible that Zelena’s adoptive parents were going to the city to see Ozma instead of the Wizard and the Wizard landed later.
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"He was a lot of things to me" "The only conclusion was love"