The demonstration was scheduled to start Saturday morning in Sadr City , the impoverished Shiite district in northeast Baghdad , and end with a rally in Firdos Square , where a statue of Saddam Hussein was pulled down by Iraqis and American soldiers two years ago on April 9 .