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The victims were waiting outside the building ahead of training on Monday when a bomber blew himself up in the midst of them, a police officer said.
The attack came as the US military prepared to hand over security of the central province of Karbala, 80km south of the capital.
The province, which is relatively peaceful compared to some other central and western regions, will be the eighth to be transferred to Iraqi control.