League Of Legends SoloQ Matches At 15 Minutes 2024

This dataset contains data about the first 15 minutes of gameplay for over 24 thousand solo queue matches taken from european servers (EUNE and EUW).

Average ELO of the matches is between mid emerald to high diamond.

The main purpose of the dataset is to help train models for predicting the winner based on how the first 15 minutes of the match played out.

There are 14 features for red, and 14 features for the blue team (feature blueTeamFirstBlood counts for both teams since it tells us which team got the first kill), with the target feature being blueWin. blueWin == 1 indicates a victory of the blue team, and blueWin == 0 means that the red team won.

A notebook detailing the process of collecting the data is available in the code tab. We hope it helps someone improve the collection method, or reuse the code for another project.

There should be no missing values.

Feature explanations

• matchId - ID of the League match
• blueTeamControlWardsPlaced - control/pink wards placed by the blue team (can have outliers based on the possibility of the team giving up and buying a lot of wards at the end and placing them)
• blueTeamWardsPlaced - all types of wards (control wards, yellow trinkets, ghost poro trinkets etc..) placed by the blue team
• blueTeamTotalKills - total kills by the blue team, killing an enemy champion generates gold and experience
• blueTeamDragonKills - total dragon kills by the blue team, dragons are elite monsters that give specific permanent buffs when killed and killing the 4th dragon gives the team dragon's soul
• blueTeamHeraldKills - total herald kills by the blue team, herald is a elite monster that helps in destroying the enemies buildings (turrets, inhibitors and the nexus) and pushing the lane
• blueTeamTowersDestroyed - total towers destroyed by the blue team, towers are defensive structures in a lane that target minions and champions
• blueTeamInhibitorsDestroyed - total inhibitors destroyed by the blue team, inhibitor is a building protected by towers and when they are destroyed, they allow super minions to spawn on the side of the team that destroyed it
• blueTeamTurretPlatesDestroyed - total turret/tower plates destroyed by the blue team, turret plates are protective shields on towers that generate gold when they are destroyed and the completely fall off at the 14 minutes
• blueTeamFirstBlood - 1 blue team first blood, 0 red team first blood; first blood generates extra gold for the kill
• blueTeamMinionsKilled - total minions killed by the blue team, minions generate gold and experience and are of the main sources of income in the game
• blueTeamJungleMinions - total jungle minions killed by the blue team, also generate gold, but the experience is gained only by the jungler
• blueTeamTotalGold - total gold earned by the blue team from various sources (buildings, kills, assists, minons,..)
• blueTeamXp - total blue team experience, corelates to the total amount spent in lanes (a minion doesn't have to be killed by a champion to gain experience) and total amount of champions killed
• blueTeamTotalDamageToChamps - total damage done by the blue team to enemy champions
• blueWin - 1 blue team win, 0 red team win

Acknowledgements

Dataset made in collaboration with Daria Komić.