This is a project I did in May 2022 for a course in the University of Wisconsin Data Science Masters program.
My goal in this project was to do some fun investigation of themes in the lyrics of the heavy metal band Iron Maiden. I used BeautifulSoup to scrape lyrics off of darklyrics.com (see scrape_darklyrics.py for script) and then did some analysis of the text to learn about the relative importances of the themes of death, light, and time in Iron Maiden studio albums over the course of their long discography.
See iron maiden text analysis.docx for my writeup, analyze_iron_maiden.ipynb and visualize_iron_maiden.ipynb for my data analysis and construction of visualizations, utils.py for some utilities allowing easy terminal-based labeling of spans in documents, and trie.py for my implemenation of the Trie data structure (used in the LabelHolder class of utils.py, partially based on code snippets on the Wikipedia article).
I also have four Jupyter notebooks (labeled spacy dot io CHAPTER x) created by following along with the spaCy introduction course on spacy.io.