dplyr is amazing. I immediately fell in love with it when I encountered for the first time because each command interface was simple and beautiful, its use of ‘pipe’ made the data analysis pipeline readable for anybody, and the functionality it provided was already comprehensive and practical for real use cases especially when combined with tidyr. On top of that, the performance was blazing fast.