# Embed documents
docs = top_80_df["text"].to_list()
docs_lang = top_80_df["lang"].to_list()
translated_docs = top_80_df[
    "translation"
].to_list()  # for reference when returning non-English results
doc_embs = co.embed(
    model="embed-v4.0",
    texts=docs,
    input_type="search_document",
    embedding_types=["float"],
).embeddings.float