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