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ESL One Berlin Major 2023 · BO2
result vs prediction
Tundra Esportswin 2:0
series probability
47%53%
probability at match start · final 2:0
Shopify Rebellionloss 0:2
The prediction was locked in using data as of the match start: hero winrates, form and head-to-head were computed only from games before it began. This is how the model's honest accuracy is verified.
Teams' go-to heroes · 6 months
Who plays what and how often they win. "Signature" — from 6 games with a 60%+ winrate: such a pick statistically raises the win chance.

Tundra Esports

Mirana
Mirana
Sneyking · 34 games
59%
Beastmaster
Beastmasteroften banned
33 · 31 game
55%
Doom
Doomsignature
33 · 23 games
61%
Pangolier
Pangoliersignature
Nine · 23 games
74%
Undying
Undyingsignature
Sneyking · 21 game
62%
Dragon Knight
Dragon Knightsignature
Nine · 20 games
70%
Enchantress
Enchantresssignature
Sneyking · 19 games
68%
Riki
Rikisignature
Saksa · 19 games
79%

Shopify Rebellion

Undying
Undyingsignature
Fly · 26 games
77%
Nature's Prophet
Nature's Prophetsignature
SabeRLight- · 24 games
75%
Rubick
Rubicksignature
Cr1t- · 19 games
74%
Tusk
Tusksignature
Cr1t- · 18 games
61%
Tiny
Tinysignature
Cr1t- · 14 games
79%
Enigma
Enigmaoften banned
SabeRLight- · 13 games
54%
Lycan
Lycansignature
SabeRLight- · 13 games
85%
Mirana
Miranasignature
Fly · 13 games
69%
Patch meta · 3 months
The most picked heroes of the pro scene and their winrate. Picking a meta hero adds points to the team in the model.
Rubick
Rubick
1001 picks · 704 bans
48%
Tiny
Tiny
632 picks · 466 bans
52%
Nature's Prophet
Nature's Prophet
571 picks · 920 bans
54%
Disruptor
Disruptor
568 picks · 419 bans
56%
Tusk
Tusk
527 picks · 406 bans
48%
Snapfire
Snapfire
526 picks · 369 bans
45%
Death Prophet
Death Prophet
513 picks · 1214 bans
51%
Clockwerk
Clockwerk
500 picks · 384 bans
54%
Prediction components
Form (series winrate)55% vs 57%
Hero pool strength53% Shopify Rebellion
Head-to-head0 – 2
Model total53% Shopify Rebellion
Prediction by game vs result
Probabilities were locked in using statistics as of the match start: the draft was assessed by hero comfort, counter-picks and late-game potential. We compare against the actual result.
Game 1prediction missed33:8
Tundra Esports 47%Shopify Rebellion 53%
The model gave 53% on Shopify Rebellion — the game was taken by Tundra Esports in 26:57.
Expected value against opponent's pick · 12 mo
Alchemist
AlchemistNine
49% · 60 games50% · 37 games
SvenArteezy
Sven
Wraith King
Wraith KingSkiter
48% · 68 games58% · 165 games
DoomSabeRLight-
Doom
Underlord
Underlord33
40% · 68 games60% · 115 games
Storm SpiritAbed
Storm Spirit
Keeper of the Light
Keeper of the LightSaksa
46% · 125 games47% · 43 games
Nyx AssassinCr1t-
Nyx Assassin
Crystal Maiden
Crystal MaidenSneyking
38% · 99 games58% · 60 games
PugnaFly
Pugna
Game 2prediction missed27:22
Tundra Esports 50%Shopify Rebellion 50%
The model gave 50% on Shopify Rebellion — the game was taken by Tundra Esports in 43:26.
Expected value against opponent's pick · 12 mo
Weaver
WeaverSkiter
41% · 59 games52% · 115 games
BatriderAbed
Batrider
Alchemist
AlchemistNine
44% · 64 games54% · 62 games
LifestealerArteezy
Lifestealer
Underlord
Underlord33
42% · 56 games60% · 65 games
ChenFly
Chen
Keeper of the Light
Keeper of the LightSaksa
47% · 80 games49% · 23 games
Legion CommanderSabeRLight-
Legion Commander
Disruptor
DisruptorSneyking
48% · 101 game57% · 95 games
Skywrath MageCr1t-
Skywrath Mage
Model check result
Model favoriteShopify Rebellion · 53%
Series resultTundra Esports 2:0
Series predictionmissed
Accuracy by game0 of 2