In this report, we examine the sampling distribution of sample means using the Diamonds dataset from the Stat2Data package. We treat the entire dataset as our population and explore how the sample mean behaves across repeated sampling, comparing empirical simulation results to theoretical predictions from the Central Limit Theorem (CLT).