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based on the statistical analysis of the CPC’s important external exchanges from 2017 to 2021

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1. Data Processing

We used Python to scrape over 1600 news items related to the Chinese Communist Party’s international engagements from the website of the Central Liaison Department. After a political stance analysis, 414 news articles involving 92 left-wing parties and organizations from 77 countries across six continents were selected. Post-cleaning irrelevant data, 387 news articles about interactions between the Chinese Communist Party and these left-wing parties were retained for statistical analysis, focusing on key variables like interacting entities, dates, methods, and contents of these interactions.

2. Result Overview