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Financial markets are dynamic systems with complex interactions, which share common features in various aspects with those in traditional physics.In recent years, large amounts of data have piled up in stock markets.This allows a theoretical analysis of the fine structure and interaction of the financial dynamics.In this paper, With the network methods and random matrix theory, we investigate the interaction structure of communities in financial markets.