This project uses the DS Labs MovieLens dataset to explore relationships between movie release years, average ratings, genres, and the number of ratings received. Using RStudio and ggplot2, I created a multivariable scatterplot to visualize patterns across five movie genres.

This project is using the Nations dataset to compare GDP trends for China, Germany, Japan, and the United States, and to visualize GDP across seven World Bank regions from 1990 to 2014. Both charts were created in RStudio using dplyr and ggplot2.

This project analyzes the relationship between engine horsepower and highway fuel efficiency using the CORGIS Cars dataset. Through linear regression and data visualization in RStudio, I explore how horsepower relates to highway MPG and compare patterns across four different driveline types.

DATA 110 Assignment 4 Part 2 analysis of flight arrival delays by airline.

DATA 110 treemap visualizing total population by continent using the gapminder 2007 data.

DATA 110 analysis of NYPD hate crime data by bias motive, year, and county.

This is how I will submit it for blackboard