Okay so I think I see what the crux of my understanding.
There seem to be different ways to represent equivalence ratio, it seems like one way is a definition of Fuel to Oxidizer (the oxidizer part in air is oxygen, so out of the total volumetric flow of air, I have to extract the oxygen part...