Faster scatter plots
As the number of simulations rises so does the number of points in the scatter plots. On systems with millions of simulations this involves millions of points in the scatter plot which is really slow with matplotlib. The system now merges close points together and scales up the size so that fewer points are drawn. This results in a massive speed increase for large numbers of points. In one case it sped up the system from an hour to a few seconds.