What are the best NLP / Sentiment Analysis Tools?

SpaCy, rasa NLU, Google Cloud Natural Language API, Wit, and Amazon Comprehend are the most popular tools in the category "NLP / Sentiment Analysis". "Speed" is the primary reason developers pick SpaCy over its competitors, while "Open Source" is the reason why rasa NLU was chosen.