I also use Pandas for some of my data analysis and I found that it took me a long time to learn how to use it. Unlike numpy, I just couldn't remember how to do things and had to keep looking things up. Maybe this is just because Pandas has a lot of functionality. But I might waste half an hour trying to write one line of code although that line would do most of my analysis.