Categorizing Political Opinions: Analyzing Trends and Perspectives How do public sentiments and ideological biases manifest in political discourse across Reddit, news articles, and social media, and how effectively can NLP techniques categorize these perspectives?” This research aims to analyze large-scale political discussions by leveraging sentiment analysis and machine learning to classify opinions into categories such as left-wing, right-wing, populist, racial, and patriarchal ideologies. By utilizing data from Reddit, news sources, and political speeches, the study seeks to uncover key ideological patterns, assess the role of sentiment in shaping narratives, and evaluate the effectiveness of NLP models in detecting and categorizing political biases. To collect a text corpus from the Reddit API, the process begins by creating an app on Reddit Apps and obtaining API credentials, including the Client ID […]
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