This is another great little exercise I completed that shows some basic to advanced analysis of stock ticker data. The instructions were written several years ago so the dataset used no longer matches when I pull today. This means that some of the charts are not showing the intended data, and the authors comments on peaks/lows may not be seen. It’s hard to say why the data they originally used is different since I don’t have it. However – this really isn’t about the data anyway, but more of how to perform some more advanced analytics and visualizations with Python.