Distopia is a package to rapidly calculate distances under periodic boundary conditions. Explicit SIMD vectorisation allows awesome speedups over autovectorised code. The distopia package consists of consists of the python layer (distopia) and a C++ library (libdistopia) that does the heavy lifting.