This publication presents a spatial analysis of median home-value growth from 2000 to 2012. Using R mapping tools, the project reveals how housing appreciation varies across clusters of census tracts and identifies areas experiencing rapid change.

A clear, structured walkthrough of core data-cleaning techniques in R using dplyr, paired with intuitive visualizations. The tutorial demonstrates how to inspect data, transform it, handle missing values, and compare results before and after cleaning.