In the context of preparing a dataset for machine learning, you are tasked with identifying the most suitable type of analysis to uncover hidden patterns, anomalies, and key relationships between variables. The dataset is large, with numerous variables, and you aim to ensure that the analysis is comprehensive yet efficient in terms of computational resources. Which of the following analyses should you prioritize to achieve these objectives? Choose one correct option.