From March 1st to October 31st, Airwars estimates that a minimum of 2,235 civilians likely died as a result of Coalition air and artillery strikes in Raqqah governorate. Included in this total are a minimum of 1,464 likely deaths tracked from June 6th (when the assault on Raqqah city begun) to October 31st.