That means if the oxygen form all compounds and from the atmosphere would be gone for 5 seconds. Buzzfeed asked this question and created the video from above with the answers. One of thew effects would be that concrete buildings would collapse and that our inner ear would explode. Or that we would lose the hydrogen that would just go into space.
They also answered what would happen if we would have twice the oxygen we have now. Interesting.