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    [OC] League of Legends wards heatmap
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    [OC] League of Legends wards heatmap

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    1. Stitry on

      [OC]
      Hi, I recorded games of League of Legends and used machine learning to extract the position of wards (an item a player places on the map to see what’s going on there šŸ™‚ ) I gathered millions of data, then built heatmap with a personnalized colormap I built too. Players can use it as a tool to lose with better knowledge.

      Everything’s on pyhton.

      You can visite the site to see more if you’re interested. It moves overtime šŸ™‚

      [https://stitry.github.io/lol_wards_heatmaps/](https://stitry.github.io/lol_wards_heatmaps/)

      Enjoy it.

    2. pvxkupo on

      I think it would be cool to see a heatmap that changes with time, since depending on the time, different areas will be warded.
      Also, with this, we can see that it’s really always the jungler’s fault

    3. thethighris on

      This is neat! Haven’t played in a while but I still watch games occasionally. Have you considered uploading pro games? Would be interesting to see heatmap patterns across skill levels or even teams!

    8. Victorvonbass on

      No wards in the toplane bushes feels insane to me. So many champs just fake recall sit in bush and its easy to get kill that way on them.

      But the rest checks out. Also pinks in my uncommon spots. No pinks on Baron is crazy too though. I guess Atakhan moment.

    10. Yelwah on

      Any reason why there are seemingly more wards by the Blue team? Take the mid side bushes for example..

    11. Henrook on

      Raptors at game start, bushes at 7 mins. Makes sense. It would be interesting to see if soul type (especially mountain and ocean, maybe hextech) affects the placements later in the game. Iā€™m guessing atakan spawn location probably does too

    12. FriscoeHotsauce on

      Checking out your site, that’s neat and I’d genuinely be interested in seeing full games.

      I’m going to assume you play Mid primarily based on ward positions? As a jungler, stop warding my raptors >:^(