5. (10 points) Write a Jupyter notebook that explains the concept of sample standard deviation. Briefly motivate the concept, give the mathematical definition, write and present an easy-to-follow python function that calculates sample standard deviation of a list of numbers from the definition (do not just look up a standard deviation function), and then illustrate the concept and your function with a simple example