Links and Resources
Learn about the Linear Algebra needed to perform the calculation done in the analysis
3Blue1Brown's Essence of Linear Algebra Series: https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
Learn more about PCA and t-SNE
Amazing overview of PCA on Quora by user Udit Saini: https://www.quora.com/What-is-an-intuitive-explanation-for-PCA
Nitty-Gritty Details of PCA: http://www.cs.otago.ac.nz/cosc453/student_tutorials/principal_components.pdf
StatQuest Video on t-SNE: https://www.youtube.com/watch?v=NEaUSP4YerM
Files
Click to Download
Sonnet Repetition Catalog
This is the complete spreadsheet catalog of all repetitions that were recorded for this analysis
Analysis Data
This includes a .doc file holding all the already processed data (from PCS and t-SNE) needed to perform analysis and the original 79 X 76 matrix used before PCA and t-SNE were applied to it.
Analysis Python Code
This is the python code described in the math post that was used to perform the analysis on the sonnet data. It will be downloaded as a word doc, which then one can copy the code from this file into their editor of choice.
Sonnet Plot Code
This is a word doc containing the python code needed to create the interactive plots that were shown in the blog posts. Instructions on how to use are contained in the code.