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The 25-year-old Brazilian, who joined from Liverpool for 160 million euros ($192 million euros) last month, cut inside in the 66th minute before bending a magnificent shot into the far corner from the edge of the box to put Barca 5-1 ahead.
It was Coutinho's second goal for the club after getting off the mark in the Copa del Rey win over Valencia earlier this month.