Consider adding a bit of overlap to the text chunks. Say, 300 tokens:

  text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=300)

Otherwise, you'll likely end up with too many edge cases in which only part of a relevant context is retrieved :-)