Streamlit

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.