ESL One Kuala Lumpur 2023 · BO2
result vs predictionseries probability
24%76%
probability at match start · final 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.
9Pandas
Doomsignature
MieRo · 31 game
Skywrath Mage
Antares · 27 games
Undyingsignature
Solo · 27 games
Alchemistsignature
RAMZES666 · 25 games
Rubick
Antares · 23 games
Beastmasteroften banned
MieRo · 21 game
Enigmasignature
MieRo · 21 game
Storm Spiritsignature
kiyotaka · 21 game
Team Liquid
Rubicksignature
Boxi · 17 games
Lycansignature
zai · 14 games
Undyingoften banned
iNSaNiA · 14 games
Ember Spirit
Nisha · 13 games
Pugnaoften banned
iNSaNiA · 13 games
Enchantresssignature
iNSaNiA · 12 games
Storm Spiritsignature
Nisha · 12 games
Timbersawoften banned
zai · 12 games
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.
Grimstroke
264 picks · 385 bans
Dark Willow
227 picks · 111 bans
Muerta
219 picks · 316 bans
Treant Protector
215 picks · 458 bans
Phoenix
211 picks · 296 bans
Kunkka
191 picks · 488 bans
Tusk
190 picks · 147 bans
Nature's Prophet
186 picks · 392 bans
Prediction components
Form (series winrate)43% vs 50%
Hero pool strength50% Team Liquid
Head-to-head1 – 2
Model total76% Team Liquid
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 correct19:36
9Pandas 36%Team Liquid 64%
The model gave 64% on Team Liquid — the game was taken by Team Liquid in 30:21.
Expected value against opponent's pick · 12 mo
Naga SirenRAMZES666
InvokerNisha
Zeuskiyotaka
SpectremiCKe
MuertaV-Tune
SlardarSabeRLight-
BaneAfoninje
GyrocopteriNSaNiA
Ogre MagiSolo
Dark WillowBoxi
Game 2prediction correct8:42
9Pandas 38%Team Liquid 62%
The model gave 62% on Team Liquid — the game was taken by Team Liquid in 27:10.
Expected value against opponent's pick · 12 mo
LunaV-Tune
SpectremiCKe
MagnusRAMZES666
KunkkaNisha
Dazzlekiyotaka
EnigmaSabeRLight-
TuskAfoninje
JakiroiNSaNiA
UndyingSolo
Bounty HunterBoxi
Model check result
Model favoriteTeam Liquid · 76%
Series resultTeam Liquid 0:2
Series predictioncorrect
Accuracy by game2 of 2