The Burmese python — an apex predator that can grow over 18 feet long and eat animals larger than itself — has decimated native wildlife throughout much of South Florida.

The k-value at that point is often a good choice. This is called the "elbow" technique. An alternative for clustering mixed categorical and numeric data is to use an old technique called k-prototypes ...