How is oxygen gas different from fluorine gas and chlorine gas?

There is no difference between 'gas' and the atmosphere or 'air.' Gas can be chemically homogenous, as purely of one element, or a heterogeneous mixture of many. The atmosphere's air is composed of many gases, but its primary components are nitrogen (N2) and oxygen (O2).