Our systematic analysis reveals a significant trend: the correlation with Δ G *H strengthens as we move from the dopant center toward peripheral atomic shells.
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Data-driven structural angle mining elucidates hidden design rules for hydrogen evolution single-atom electrocatalysts.
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