Mauricio Nunes Goncalves was killed at a street bar in Samambaia near the country capital Brasilia. Reports state it was a targeted attack.
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The 38-year-old was the brother of the partner of Endrick's older sister Lavinia Sudre.
Police say no arrests have yet been made.
Endrick moved to Real Madrid last summer from Palmeiras.