As a regular League of Legends player, I decided to analyze the key factors that could help in predicting the team that would win the game based on statistics about the 10 first minutes.
This analysis is done through a notebook presenting a Logistic Regression performed on a dataset with statistics from Diamond League of Legends ranked games
All the details regarding the takeaways and conclusions are detailed in the notebook but globally, we find out that as expected, gold and experience are probably the most important factors alongisde with the dragon which also having a non-negligible impact.
To see this notebook in its initial environment, please click here