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Martins scored 17 goals in the 2006–07 Premier League season. He was a key player for Newcastle United, helping them finish 12th in the league. Martins' goalscoring prowess was evident throughout the season, as he netted crucial goals in both home and away matches. His impressive tally of 17 goals made him one of the top scorers in the league that season.