Using K-means clustering, this project analyzes a dataset provided by Dr. Kristen Gorman and the Palmer Station, Antarctica LTER, aiming to classify penguin species based on morphological features such as culmen length, culmen depth, flipper length, body mass, and sex. Despite lacking species labels, the project successfully identifies distinct clusters corresponding to Adelie, Chinstrap, and Gentoo penguins, contributing to our understanding of Antarctic wildlife populations and aiding conservation efforts.