Bert - word embeddings from a text

I would like to take the word embeddings of a text and visualize them at the same plot (for understanding reasons). The question is how i should pass the text into the pretrained BERT model? At first, i separated the text on sentences and passed each one separetely, but im not sure if this had the right results.

bert languagetechnology text word embeddings