This means that if an emoji is frequent, it is more likely to be on top of the possible choices even if it is a mistake.
the F-measure does not seem to depend on frequency, as the highest F-measures are scored by a mix of common and uncommon emojis ( , , , and ) which are respectively the first, second, the sixth and the second last emoji in terms of frequencies.