* Added Annotation Vectors Tutorial, 1st draft; #177 Added first draft of the Annotation Vectors Tutorial, requested in issue #177, for feedback. The tutorial includes all 4 examples explored in the Matrix Profile V paper (https://www.cs.ucr.edu/~hdau001/guided_motif_search/). Planning to remove 2/3 out of the 4 examples. Let me know which ones I should keep/remove. * Split Annotation Vectors Tutorial to 2 parts, #177 Annotation vectors tutorial was split into two parts, "Basics of Annotation Vectors" and "Advanced Annotation Vectors". Summary and Resources sections were added to both tutorials and the Advanced Annotation Vectors tutorial includes a quick recap section. Additionally, feedback from the previous pull request was used to improve the tutorial. * Made various improvements based on feedback; #177 Various improvements were made to Tutorial_Basics_Of_Annotation_Vectors.ipynb and Tutorial_Advanced_Annotation_Vectors.ipynb based on feedback received on the ReviewNB page on the latest commit of pull request #177: - Dodgers Loop example removed - Various grammatical improvements - New function get_corrected_matrix_profile() defined - Corrected Matrix Profile and Matrix Profile plots were changed to colors mediumvioletred and darkorange respectively, so that when both are plotted, Corrected Matrix Profile stands out more. - "getMotifData()" replaced with "get_motif_data()" - "window_size" replaced with "m" - "from stumpy.core import mass" replaced with "from stumpy import mass" * Various improvements from reviewnb feedback Changes in Tutorial_Basics_Of_Annotation_Vectors.ipynb: - Removed references to second tutorial - Removed "Actionability Bias" - Renamed dataframe column headers - Used dataframe instead of the variable - Replaced "fNIRS data" with "Hemoglobin Concentration" - Replaced "EOG data" with "Electric Potential" - Visualized Hemoglobin concentration data first - Replaced motif1, motif2 with motif, neighbor respectively Changes in Tutorial_Advanced_Annotation_Vectors.ipynb: - Renamed dataframe column headers - Used dataframe instead of the variable - Replaced "ECG Data" with "Electric Potential" - Replaced motif1, motif2 with motif, neighbor respectively * finishing touches based on feedback * renamed tutorial * Updated tutorials to use Zenodo datasets Datasets used in Tutorial_Annotation_Vectors.ipynb have been replaced with Zenodo dataset links. gdown is no longer referenced in Tutorial_Annotation_Vectors.ipynb, but still used in Tutorial_Advanced_Annotation_Vectors.ipynb. * Update advanced AV tut to download from Zenodo Tutorial_Advanced_Annotation_Vectors.ipynb was updated to download directly from Zenodo datasets. "Electrical Potential" and "Finger Flexion Data" has been replaced with "Electric Potential" and "Finger Flexion" respectively