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# 1 - STUMPY Basics
Above what was seen in the tutorial I started on a generalized motif and discord
extraction procedure. Since these are both really the same process over different
sort orders of the matrix profile we end up with a very clean functional setup
with a single function doing all the work and two wrappers 'deciding' which
calculation should be done. This allowed me to generalize marking discovered
discord and motif windows on my output plots, a process which should remain more
or less evergreen.
## TODO
I remember reading that the distances returned by a matrix profile have an upper
bound. I should see what calculating my distance cutoff with that upper bound
looks like rather than calculating off the top motif like I do now.
If two motifs overlap it could be that the window is too small. I don't know what
other criteria to test yet to tell me if that is the case or not. I do know that
this can be determined in discovery stages using a Pan-matrix profile (PMP).
Some form of reference following should occur to ensure that I'm grabbing motifs
which actually relate to one another.
Currently the function is quite primitive. It should be packaged and iterated on
using the data in further sections of the tutorial.