
Portable Game Notation
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Search complete. 5 mentions across 1 episode found for "Portable Game Notation".
Aug 18, 2026
How Much Predictive Signal Is Hidden in a Chess Opening?
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1:12HackerNoon AINARRATOR
The project started in the simplest possible way.
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1:15HackerNoon AINARRATOR
A friend of mine, around two thousand Elo, exported his chess.com games and sent me the PGN file.
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1:22HackerNoon AINARRATOR
Unfortunately, the site's export limits meant I only had about one thousand four hundred games.
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1:27HackerNoon AINARRATOR
That was enough to prototype the pipeline, but nowhere near enough to train our reliable model.
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1:56HackerNoon AINARRATOR
Interestingly, Ding Liren only had four available games through the endpoint I used.
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2:02HackerNoon AINARRATOR
The sample was tiny, but I decided to keep it anyway.
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2:05HackerNoon AINARRATOR
Building the extraction pipeline using Python Chess, I built a parser capable of reading PGN files and stopping every game at exactly move ten, which is the position later used by the models.
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2:17HackerNoon AINARRATOR
The core of the extraction pipeline simply iterates through each PGN game until the desired snapshot is reached.