The question
How do public-sentiment patterns change over time alongside stock-price movements?
My contribution
Collected and prepared social-media sentiment data, wrote Python sentiment scripts, cleaned the data, and built Streamlit dashboards comparing sentiment with stock-price trends.
Team scope and interpretation
Stock prediction and the final report were primarily handled by a teammate. This case study covers my sentiment and dashboard work. Plotting the series together does not establish that sentiment predicts returns.