The explosion in the capital's New Baghdad area also wounded up to 35 civilians, a police officer said. The explosives-laded car was parked in a crowded area and casualty figures could be higher, he added.
A medical official confirmed the casualty figures. Both officials spoke on condition of anonymity as they were not authorised to brief the press.
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Another suicide bomber rammed his explosives-laden car into an Iraqi army checkpoint north of Baghdad, killing at least 12 people, police said.
Seven civilians and five troops were killed in the attack in the town of Taji, about 20 kilometres north of the capital, a police officer said. At least 28 people were wounded, he added.
ISIS, a Sunni extremist group, often targets Iraq's Shiite majority. Baghdad has seen near-daily attacks in recent weeks, though the mainly Shiite area of southern Iraq has been spared much of the violence.
The deadly attacks in Baghdad and beyond are seen by Iraqi officials as an attempt by the militants to distract the security forces' attention from the front lines. The attacks came a day after Iraqi special forces pushed into the ISIS-held city of Fallujah in a large-scale military operation launched last month.
Fallujah, which is about 65 kilometers west of Baghdad, is one of the last major ISIS strongholds in western Iraq. The extremist group still controls territory in the country's north and west, as well as Mosul, Iraq's second largest city.
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