What are the differences between lexis, lexicon, vocabulary?

Google yielded two answers. But Logan R. Kearsley, MA in Linguistics from BYU is too recondite. Can you please explain at the level of a 16 y.o.? What does “analytical level of a language that deals with vocabulary” mean?

Siberia’s comment is too brusque on detail.

A lexicon is a list of the root words (lexemes) used in a language (“run” but not “running” or “ran”).

If you analyze a complete language and list every word ever used - you have created a “lexis” of that language. A lexis is the list of ALL words in a language and how they have been used (“run”, “running”, and “ran”)

A vocabulary is a limited word set within the lexis applicable to a particular context or use.