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Confused about using data.table package,

I suspect Hadley would recommend reading his new book, R for Data Science (r4ds.had.co.nz), in particular Chapter 3. You don't need plyr, but it won't take long before you will want to be using dplyr and tidyr, which are covered in later chapters.