Civic Engagement Survey Analysis

I cleaned and validated survey response data with Python to improve the reliability of analysis and reporting. Using pandas, NumPy, NLTK, and matplotlib, I analyzed student responses, visualized trends, and interpreted sentiment to identify factors that could improve engagement and behavior in Civic courses.