you simply can understand it in this way:
说明: It shows that blablabla 这说明了......
解释: We can explain it in this way, blablabla 我们可以从这个角度解释.....
BTW, It's just a simple way to tell the difference between 说明 and 解释. If you are still confused, you are welcome to have further discussion with me :)