Diamonds dataset

In the foundational realm of data analysis, the most fundamental and indispensable initial phase is exploratory data analysis (EDA). This rigorous process involves systematically scrutinizing a dataset to uncover its underlying architecture, identify inherent patterns, detect anomalies or errors, and form preliminary hypotheses. Serving as the critical precursor to formal hypothesis testing or sophisticated statistical