That's correct, I never said is recommended, It's up to the user to decide if he/she wants to keep all the indices or not. Here I just did it for demostration purposes, to reduce the size of the embeddings by just slicing it but you could as well use a more advanced dimensionality reduction method.

Thanks for pointing this out though so that we can give more clarity to the readers.