A bit of practice with the USArrests dataset. Exploration, clustering, and map visualization.
The data is integrated in the "datasets" library of R, available for everyone! The dataset contains statistics in arrests per 100.000 residents for assault, murder, and rape in each of the 50 US states in 1973. Also given is the percent of the population living in urban areas.
Next images are just some examples of the results in the data exploration.
Crimes correlation *Note that the crimes are not correlated with population living in urban areas.
Crimes PAM & PCA
Crimes maps
Urban population map
Clusters map
