I explore the distrubution of salaries on NBA teams over time and in relation to wins. data-retrieval.ipynb handles collecting and saving all the data used in analysis.ipynb.
data/raw/soups.zip is provided as an alternative to rescraping and saving all the html files required for collecting the salary data.