Improve performance

• Find the slowest thing in the profile, and try to speed it up.
  • Isolate the problem in a function.
  • Make a minimal snippet of code that recreates the slowness
  • Write a few tests as the easiest way to make code faster is to make it incorrect.
  • Run this snippet multiple times as you try out possible improvements.