How to Detect Outliers in a Data Set?

I'd love to dive into some of the figures you have in the paper. The figure is really interesting. And my year's 90 %. I mean, it's a long ways off from perfect, but pretty good score, just out of box, i guess. It shows that things that are considered anomalies are in the same manifold space in certain areas.