There is no "explanation" of mathematical facts, like of many other things. There is "interpretation" and "proof" and there are many of each for every fact. Part of the problem is related to making a "single story" instead of remaking the multiple paths which cross in a theorem.
Precisely why I am writing books ๐๐ป