Explain the definition of central limit theorem and why it is important for financial data series.

Explain the definition of confidence intervals and give example from the provided dataset. [Hint: you can make your assumption in providing the example]

Explain the steps in the hypothesis testing and give example (as well as the interpretation) from the provided dataset. [Hint: you can make your assumption and estimation from the dataset]