05_nlp_entities_sentences.py

# Expanding named entities
for entity in doc.ents:
    print(entity.text, entity.label_)

# Analyze syntax
print("Noun phrases:", [chunk.text for chunk in doc.noun_chunks])
print("Verbs:", [token.lemma_ for token in doc if token.pos_ == "VERB"])
print("Number of sentences", len([*doc.sents]))
print("Sentiment", doc.sentiment)

# Understand the length of sentences
for sent in doc.sents:
    print(sent.start_char, sent.end_char, (sent.end_char - sent.start_char))