Work on the stats/analysis tutorial #281
Draft
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@hyanwong I had a bash at the stats/analysis tutorial following your previous style. Let me know what you think.
There are two outstanding TODO's in there:
Other edits are from #280 (I struggled with squashing commits so openning this PR from a branch).