A scatter plot of the first 36 elements colours each point by block with df["block"].map(colours).

First ionisation enthalpy peaks at the noble gases and falls to its lowest at the alkali metals that follow. Across a period the atomic radius falls, because the nuclear charge grows while the shell stays the same; down a group it rises, because a shell is added. diff() gives each value minus the one before.