Spatial analysis of tornado activity in Oklahoma (2016–2021) using R, sf, ggplot2, and leaflet. Includes tornado path mapping, county-level tornado density calculations, and an interactive Leaflet visualization.

This lab explores whether 1980s movies with more “action elements”—explosions, stunts, and car chases—performed better commercially or critically. The audience is casual movie fans who believe that “more explosions = better movie.” Using ggplot2 and tidyverse tools, I compare explosion counts across movies, the relationship between explosions and box office revenue, and how action elements differ across genres.