Initial commit for extreme current notebook

Initial commit for extreme current notebook, not complete as yet, also updates readme.md
@birdage `numpy` is imported as `np`.  The notebook will not run like this.  In general, try to restart IPython kernel and hit "run all" to make sure the namespace is clean and that the cells will run in the expected order before committing/merging.