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Born in Almería, Andalusia, Duarte joined RCD Espanyol's youth system in 2009, aged 13, after spells at Los Molinos CF and Polideportivo Ejido. In 2012, he was linked to Manchester City, and made his senior debuts with the reserves in Segunda División B.