As a beginner, I think this is a great lecture that will help you learn the overall concept of Pandas and learn thoroughly how to use it for actual analysis. I have taken several lectures on Pandas, but I think this is the only lecture that explains the details one by one with such quality. I will review it again and apply it to actual business data and analyze it. Thank you so much for making such a great lecture!!