An attempt to classify league of legend diamond games into win or loss provided the statistics of the first 10 minutes. Data provided here.
Notebook results provide the following table relating to accuracy of classification algorithms used.
christianmcb/Game-Classification-Problem
League of Legends Diamond Games Classification
Jupyter Notebook