Create a Detailed Simple Linear Regression Notebook

Make a well documented notebook on Simple Linear Regression with at least 3 Different Datasets in Example.
Explain the theory behind this algorithm too in the Notebook (Markdown Block)

The datasets can be randomly generated but it would be preferable for at least 1 Example you use a proper dataset.