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release 2026-09-02
NWSL · 20162026 regular seasons

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How to read this chart

Axes you can read: x is where a season's on-ball profile sits between the average defender (left) and the average forward (right); y is how much it resembles the average midfielder. Both are cosine similarities to position-group centroids over the full 20162026 embedding — hand-written and deterministic, not a learned projection. Goalkeepers are drawn dim: they project, but cannot warp the axes. Each point represents one player-season. Distance describes these two projected profile measures, not overall ability or the cause of a change.