Great article to showcase the power of Pandas. I have never used it before but the syntax is so straightforward that it left me ooing and ahhing throughout the read.

However, in the last section about scatter plot, shouldn’t Earningsbe produced from worldDataFrame instead of Tennis_Win_Perc , considering Tennis_Player and Win_Percentage that are plotted with Earnings are both produced from world DataFrame?