I was hanging out with a friend last night and watching UFC when I got curious about how long an ‘average’ match lasted in minutes. I went over to kaggle.com (“online community of machine learning practitioners”) and was able to locate this dataset which contained a .csv file named ‘raw_total_fight_data.csv’. There are 5,144 matches in the dataset between the years 1993–2019. All of the analysis is done using a Jupyter notebook with pandas, matplotlib, and seaborn as the main workhorse modules.