A high-quality frequency list should:
Spoken English is faster, messier, and full of reductions ( gonna, wanna, should’ve ). A 10,000-word vocabulary means you recognize these forms instantly. It also means you understand — "spill the tea," "jump the shark," "throw shade" — not because you memorized them, but because the individual words and their slang mappings have become automatic. english 10000 words