This PR fixes mismatched line nos and highlites in the tutorial.
Multiple Outputs Change:
Used make livehtml to make sure everything looks good.
We really really really need to do some sort of snapshot deploy that gets triggered iff there was a code change to the tutorial docs and include it with the buildkite thing. Currently, it's too easy to mess things up.