Streamlit
Real-time AI tool maps online echo chambers worldwide.
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Ald

Streamlit - Real-time AI tool maps online echo chambers worldwide.

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The Echo Chamber Analytics Engine is a live data pipeline that tracks online groups worldwide. It collects global media streams in real time. Then, it uses AI tools like DistilBERT and K-Means clustering to sort text into distinct narrative bubbles. It also tracks emotional shifts and calculates an Echo Chamber Index to score polarization. This tool helps users, investors, and developers monitor narrative trends as they happen.

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Ald
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Hey Product Hunt! 👋 I built the Echo Chamber Analytics Engine out of a personal fascination with how information fragments across the web. I wanted to see if I could combine core statistical distribution rules with deep-learning NLP architectures to build a lightweight, practical dashboard that refreshes instantly. The core application lets you analyze trending macroeconomic presets for free, and I've integrated a recurring premium tier to handle custom keyword inputs safely in the cloud. I’d love to hear your thoughts on the UI layout, the clustering density, or features you’d like to see added to the matrix pipeline next. Thank you for checking it out!