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Hi, Welcome to dota2prediction

N|Solid

We have some pro dota2 teams matches data, we want to predict some match result using these data, do you have any idears? Give it a try!

Datasets

Under /ref folder there are 3 files:

  • teams_id.csv : the id of pro teams
  • heroes_id.csv : the id of heroes (characters in dota2)
  • Top_1000_teams_mathces.csv : matches data of top 1000 pro teams, containing both features and labels.

The features are:

  • Radiant_team_id: team id of radiant side
  • Dire_team_id: team id of dire side
  • Radiant_team_rating: team's rating of radiant side (offical rating)
  • Dire_team_rating: team's rating of dire side (offical rating)
  • Radiant_team_hero1-5: heroes that radiant pick
  • Dire_team_hero1-5: heroes that dire pick
  • start_time: time that the match start

The labels (targets) are:

  • Radiant_win: if radiant side win the match
  • Radiant_fb: if radiant side get the first blood
  • Radiant_10kill: if radiant side first get 10 kill

Our model only reach 55% acc on the dev set, a little better than random guess... Hope you can do it better!

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Dota2 win prediction

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