In the context of a machine learning project, you are tasked with performing Exploratory Data Analysis (EDA) on a large dataset to understand its underlying patterns and anomalies before proceeding with model development. The dataset contains numerical and categorical features, and you are particularly interested in summarizing its main characteristics without making any assumptions. Considering the importance of descriptive statistics in EDA, which of the following best describes their role? Choose the best option.