The attack took place at a business center in Gasenyi village in the province of Kayanza on Saturday night, Burundian police spokesman Pierre Nkurikiye told reporters.
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At least 35 people were injured in the explosion, he added.
The investigation is underway, and three suspects have already been detained in connection with the incident.