best fits

What's wrong with this best-fit?

 The two graphs to the lower left show poor choices made for the best-fit. The line doesn't go through any of the points and only near a couple of them.  The graph has an obvious curve, so a power fit could be tried and then the graph should be linearized.

 

 

 This is a good fit, it goes through all of the points.