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It was the second consecutive victory for the Gaurs in a match that saw two red cards and eight yellow cards.
SC East Begal are the lone team yet to win a match this season.
A last-minute goal by Khassa Camara ensured that NorthEast United FC grabbed full points.
Nerijus Valskis was the hero as JFC jumped to the top spot.
The defending champions routed FC Goa 3-0.
The Gaurs punched above their weight to hold Qatar's Al Rayyan, coached by renowned French World Cup winner Laurent Blanc, to a goalless draw.
Substitute goalkeeper Phurba Lachenpa did the star turn in the penalty shootout for the Islanders.
FC Goa squandered the lead twice in the 2-2 draw.
Hyderabad FC failed to qualify for the play-offs after being held by the Gaurs.
Goals from Alberto Noguera (18th min) and Jorge Ortiz (26th min) gave Goa an early lead to the Gaurs before Diego Mauricio (30th min) pulled one back for Odisha.
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