This is a must read for anyone doing any work in Pandas. You laid out the problem, how to solve it, and why it happens in a clear manner with great code examples. There will be no more ignoring the “SettingWithCopyWarning” in my code! Thanks for informing me about a topic that - despite being a daily user of Pandas - I was completely ignorant of.