Data Discipline in Low-Visibility Markets

When public market information is inconsistent, the best approach is to separate verified exchange data from third-party estimates and project-related claims.

For SHELL, Binance trading data can describe activity on Binance. It cannot independently confirm circulating supply, token unlock schedules, project revenue or user activity.

Those topics require their own reliable sources.

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