The lecture is good, but it becomes confusing with the plotting with what dataset you use for quantity and categorical. In the dataset, from the beginning: cat = ['ca', 'thal']. It works well until the graph where you used both quantity and categorical in the same plot. I got a different output. So, at each graph, can you provide the dataset before the code to make it easy to follow?