It is unquestionably a flower. It has a flower, doesn't it? It's a flower.
"Weed" refers to any plant growing where you don't want it. A rose is a "weed" if it's in your cornfield. So it's not really a botanically meaningful word, and the question is ultimately meaningless.
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