updating SDM tutorial #13
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This addresses #12 , along with a few other related minor issues.
I tried to make the changes very granular, one/few change per commit, in the hopes that you will be able to accept or reject each one as you like.
Let me know if this is useful, or if you'd like me to change anything at my end.