The calculation of casualties depends on what scope is given to the Battle of Stalingrad. The scope can vary from the fighting in the city and suburbs to the inclusion of almost all fighting on the southern wing of the Soviet–German front from the spring of 1942 to the end of the fighting in the city in the winter of 1943. Scholars have produced different estimates depending on their definition of the scope of the battle. The difference is comparing the city against the region. The Axis suffered 647,300 – 968,374 total casualties (killed, wounded or captured) among all branches of the German armed forces and its allies: