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The explosion hit the mainly Shia district of Jamila, the sources said.
There was no immediate claim of responsibility for the bombing.
A series of attacks in the Iraqi capital and other cities in just over a week has killed dozens of people.
Several have been claimed by Islamic State, which is coming under increasing pressure from a U.S.-backed offensive in Mosul, its last major stronghold in Iraq.