I disagree with the notion that Numberphile makes it seem like magic.

In my personal opinion they always explain quite carefully, using neat and concise diagrams. My old maths tutor used to have a similar teaching style, which worked very well.

The post editing even adds further explanation when the editor believes certain things haven't been explained clearly.