[ADD] Added first draft notebook for the multidimensional motif and m… (#557)

* [ADD] Added first draft notebook for the multidimensional motif and matches discovery tutorial

* [ADD] Added suggested code to eliminate constant regions

* [MOD] Changed operations for elimination

* [ADD] Eliminate the first time series values if stand_dev[m]=0

* [MOD] Changed preprocessing steps

* [ADD] Also eliminate zero regions

* [MOD] Apply noise to zero regions

* [MOD] Rap visualization in a fuction

* [MOD] Wrap visualization in a function

* [MOD] Pass parameters to visualization function

* [ADD] Set seed for random noise generator

* [ADD] Discovered the motifs and matches with default parameters and if 'max_distance' and 'max_matches' ist set

* [ADD & MOD] Added table explanation and overwrote the text

* [ADD] Add text and zoom in

* [MOD] improved grammar

* [ADD] Added MDL plot and checked the subspace output

* [ADD] Discovered motifs in multiple dimensions

* [ADD] Plot overlay of motifs and matches

* [ADD] Added the finding of multiple multi-dimensional motifs and a constrained search section

* [MOD] Corrected writing error, set .astype(float) so that it is not needed to write it everywhere, changed import of mmotifs

* added zoom area highlight and changed colors

* [ADD] added correct visualization of appliances (delayed april fools day joke)

* [ADD] Added the suggested code to create a multi-dimensional annotation vector to allow a meaningful motif discovery

* [DEL] Removed unnecessary code

* [ADD] Added Annotation Vector section

* [MOD] Update text according to the new found motifs

* [MOD] Correct some sentences

* [MOD] Changed marker height

* [ADD] Declare tutorial as work-in-progress

* [ADD] Add explaining sentence at the end

Co-authored-by: Sarah <[email protected]>
Co-authored-by: [email protected] <[email protected]>

Author: 3 people