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Fig 1.

Coordinate chart of media information characteristics at different media development stages.

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Fig 2.

Media information flow diagram under different media development stages.

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Fig 3.

Panoramic network operation architecture diagram.

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Table 1.

Representative literature on stock market research under different media stages.

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Fig 4.

Research design and research process.

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Fig 5.

Emotional word matching flowchart.

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Fig 6.

Rules for matching numerical financial indicators with textual quantitative indicators.

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Table 2.

Abbreviations and descriptions of variables in the regression model.

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Table 3.

Descriptive statistics of model variables.

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Table 4.

Outputs of the simple linear regression models and the multiple linear regression model.

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Fig 7.

Parallel trend test.

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Table 5.

Regression results of the differences in differences model on daily data.

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Table 6.

Regression results of the differences in differences model on quarterly data.

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Table 7.

Robustness test results.

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Table 8.

Heterogeneity testing results of economic regions.

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Table 9.

Heterogeneity testing results of circulating market value.

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Table 10.

Heterogeneity testing results of industry.

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