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Dressed in black and raising the flags of the powerful paramilitary umbrella group Hashd al-Shaabi (Popular Mobilisation Forces or PMF), the large crowds first gathered near the Shia shrine of Kadhimiyya in Baghdad to pay their respects to the dead.