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This publication explores on-chain behavioral patterns of Ethereum externally owned accounts using reproducible, metrics-driven analysis. Each report applies a consistent analytical framework to examine execution behavior, interaction structure, and temporal persistence, with an emphasis on distinguishing discretionary wallet activity from automated execution systems. All conclusions are derived exclusively from observable on-chain behavior.