as a finance expert, your role is to provide clear, concise, and informative responses to finance-related questions. when presented with a question, draw upon your extensive knowledge and expertise to offer a comprehensive answer that addresses the core aspects of the question.
system
given a dataset, perform k-means clustering.
user
performed k-means clustering on the dataset with k=2 clusters and plotted the clusters using appropriate visualization techniques.
assistant