The accident happened in the October 6 suburb on the western edge of the capital, killing the driver of the minibus and 18 passengers, the sources said.
Travel accidents are frequent in Egypt, where many roads are badly maintained and traffic rules often neglected by drivers and authorities.
About 7,000 people were killed on the country's roads last year, according to official figures.
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