John Wilkins has a short note linking to a research article on the invention of the periodic table.
There's also this nice animation of Tom Lehrer's song "The Elements":
The reason for the moderately large number of elements discovered since the original song is that the original was done in the early 1960s.
ASI 2016 update 3: crunch time
9 hours ago