How would the extreme cases of R^2=0 and R^2=1 look graphically (When either none of the variance of Y is explained by X or when it is fully explained by X)?
When you have R^2 = zero your data will have a completely spherical scatter plot. y and x are uncorrelated. when R^2 = 1 there in no variance in Y that cannot be explained by X