Neptune was discovered with mathematics before anyone saw it.

Wacky WorldScience

Astronomers noticed Uranus drifting from its predicted path. Urbain Le Verrier calculated where an unknown planet must be pulling it, and in 1846 Johann Galle found Neptune within about one degree of that prediction on his first night of looking.

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