Analyze YouTube content diversity and bias with advanced AI.
EchoScope is an interactive web app that lets you analyze the diversity, sentiment, and bias of YouTube video comments using state-of-the-art AI models. Gain insights into the clusters of discussion, detect bias, and visualize the spectrum of opinions in any video community.
- YouTube Comment Analysis: Paste any YouTube video URL to analyze its comment section for diversity, sentiment, and bias.
- Cluster Visualization: Interactive bubble chart groups comments into thematic clusters, showing sentiment and topic size at a glance.
- Bias Compass: Radar chart visualizes political, emotional, and moral bias metrics for the video's discussion.
- Diversity Score: Quantifies the variety of viewpoints in the comments.
- Sentiment Overview: See the overall positivity or negativity of the conversation.
- Modern UI: Beautiful, responsive design with smooth animations.
- Paste a YouTube video URL.
- Click Analyze.
- Explore clusters, bias metrics, and diversity scores interactively.
Clone the repo and install dependencies:
npm installRun the development server:
npm run devOpen http://localhost:3000 in your browser.
- Enter a YouTube video URL in the input box.
- Click Analyze to fetch and process comments.
- View the Cluster Visualization to see major discussion themes.
- Check the Bias Compass for political, emotional, and moral bias.
- Explore diversity and sentiment metrics for deeper insight.
- Framework: Next.js 15
- UI: React 19, Tailwind CSS, Framer Motion
- Charts: Recharts
- AI/NLP: @xenova/transformers
- TypeScript for type safety
Contributions, issues, and feature requests are welcome! Feel free to open an issue or submit a pull request.
This project is licensed under the MIT License.
Built by Farooq Qureshi
EchoScope helps you see the bigger picture in online conversations.