I was a liberal arts beginner with little programming experience, but I was able to become familiar with pandas in a short period of 4 weeks, and after that, I was able to analyze public data on my own using reference materials and examples. It was especially good because I learned through direct communication offline, which doubled the learning effect, as it is easy to become lazy online. Highly recommended for pandas beginners.