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Open opening data

This dataset is a CSV file with 750 rows, one for each opening we cover at Planchetto. The figures are from September 2026. You can open it in any spreadsheet or load it into your own code. The public means Lichess players rated 900 to 1700, the same range our opening pages are written for.

Each of the 750 rows has these columns:

id
a stable identifier for the opening. Use it to join the file with your own tables.
name_en and name_es
the opening's name in English and in Spanish.
eco
its code in the ECO classification.
moves
the moves that reach the position, in English algebraic notation.
data_level
the data level of the row. It tells you how much information sits behind its figures.
public_games
public games that reach the opening.
public_share
the share of public games that reach the opening.
public_share_900-1100, public_share_1100-1300, public_share_1300-1500 and public_share_1500-1700
the same share, split by rating band.
white_score_public
White's average score in public games.
white_score_online2200
the same score in online games between players rated 2200 and above.
white_score_otb2300
the same score in over-the-board games between players rated 2300 and above.
online2200_games and otb2300_games
how many games sit behind those two scores.

Scores count 1 for a win, half a point for a draw and 0 for a loss. A score above half a point favors White.

To turn a share into a natural frequency, multiply it by 100. That gives you how many games out of 100 reach the opening.

In each of the 750 rows you can compare the three scores. They show whether an opening that works between 900 and 1700 still works above 2200 online and 2300 over the board. Often they differ: what scores well in your band can depend on mistakes that stronger players rarely make.

Before drawing conclusions, check public_games and data_level. With few games behind it, a score can swing a lot from one month to the next.

License

We publish the data under Creative Commons Attribution (CC BY), version 4 international. You can copy the 750 rows, share them, adapt them and use them in commercial work. The condition is that you credit the source and say whether you changed anything.

How to cite it

Write: "Planchetto, Open opening data, September 2026, CC BY license". If you use it on a website, link to this page. If you filter or edit the 750 rows, say so next to the citation.

Lichess games from September 2026 (30,577,162 rated 900 to 1700) and 31,791 over-the-board games rated 2300+ from the last 12 months.

Data from Lichess (CC0) and Stockfish 19. Text written with AI from this data and checked automatically against it.

Data updated: October 14, 2026.

How we make the data