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Vivian Tran

Recently Published

Movie Success Prediction
This data analysis explores the key factors influencing movie success using the ggplot2movies dataset of 58,788 films. Through comprehensive statistical analysis and interactive visualizations, we answer some industry questions: (1) Which genres consistently achieve higher ratings? (2) Does budget correlate with better ratings? (3) How have ratings evolved over time? (4) Do genre combinations outperform single genres? The presentation includes an interactive Shiny app for exploring genre combinations demonstrating predictive limitations. This is perfect for filmmakers, investors, and data enthusiasts interested in the cinema business.
Linear Regressions: Predicting Fuel Efficiency
Linear regression analysis of vehicle fuel efficiency using the Auto MPG dataset. Demonstrates simple and multiple regression with ggplot and plotly visualizations.