The editor of Downcodes reports: An innovative election analysis system based on the Reddit platform has attracted widespread attention recently. The system uses artificial intelligence technology to track and analyze the public opinion trends of the 2024 US presidential election candidates Trump and Harris in real time, providing predictions for the election. Provides a new technical perspective. The system captures Reddit-related discussions every 10 minutes and uses OpenAI's GPT-4-turbo model to conduct sentiment analysis. Finally, the analysis results are presented in visual charts to facilitate users to quickly understand real-time public opinion. The system is open source, and interested readers can access the experience through the link in the article.
Recently, an innovative election analysis system based on the Reddit social platform has attracted attention. The system uses artificial intelligence technology to track and analyze the public opinion trends of the 2024 US presidential election candidates Donald Trump and Kamala Harris in real time.
The analysis system uses an automated method to crawl relevant discussions from the Reddit platform every 10 minutes. The system focuses on content with a certain degree of influence and only selects posts that were published within an hour and received more than 10 likes. To ensure the timeliness of the data, the system always keeps the latest 50 posts for analysis.
In the sentiment analysis process, the system calls OpenAI's GPT-4-turbo model to conduct in-depth analysis of each post and gives a quantitative score of 0-100. These scores are updated to the database in a timely manner through the callback mechanism. The system performs an overall rating on the candidates every hour, calculates the average sentiment score based on the latest 50 posts, and retains score records for each candidate's most recent 100 time points.
The system adopts a number of advanced solutions in its technical architecture:
To ensure system reliability, the development team implemented multiple safeguards:
The system provides an intuitive data visualization interface, including:
The project is now open source. Interested users can experience its functions through the online demonstration system (https://elections-sentiment-analysis.vercel.app/), and developers can use GitHub (https://github.com/ upstash/elections-sentiment-analysis) participate in project development. This innovative system provides new technical ideas for election analysis and demonstrates the application potential of artificial intelligence in the field of political public opinion analysis.
All in all, this system skillfully combines artificial intelligence, big data and visualization technology to provide an efficient and convenient tool for election analysis, and also provides a new direction and reference for future political public opinion analysis. Its open source feature promotes technical exchanges and cooperation, and it is worth looking forward to subsequent improvements and developments.