I did the majority of data manipulation and cleaning in Jupyter notebooks. Below are links to the main notebooks
that were used for data manipulation, cleaning, and aggregation. I have included the Main App of the web scraper I
used for getting salary data.
Data was gathered in CSV format except for scraped data, which was stored as a series of SQLite databases until they
were combined into one (the Jupyter notebook for that is included below).