Population
Sample means
with the best-fitting normal curve
Normal Q-Q plot
points on the line mean a normal fit
The central limit theorem
The distribution of the sample mean is approximately normal, even when the population is not, provided some technical conditions hold (see Wikipedia). Each redraw takes 1,000 samples and plots their means.