sentopinion.py

def sentiment_analysis_with_opinion_mining(client, documents):

    # documents = [
    #     "Cops are the worst. I want to defund the police, and end police brutality. Cops are dangerous"
    # ]

    result = client.analyze_sentiment(documents, show_opinion_mining=True)
    doc_result = [doc for doc in result if not doc.is_error]

    positive_reviews = [doc for doc in doc_result if doc.sentiment == "positive"]
    negative_reviews = [doc for doc in doc_result if doc.sentiment == "negative"]

    positive_mined_opinions = []
    mixed_mined_opinions = []
    negative_mined_opinions = []

    for document in doc_result:
        print("Document Sentiment: {}".format(document.sentiment))
        print("Overall scores: positive={0:.2f}; neutral={1:.2f}; negative={2:.2f} \n".format(
            document.confidence_scores.positive,
            document.confidence_scores.neutral,
            document.confidence_scores.negative,
        ))
        for sentence in document.sentences:
            print("Sentence: {}".format(sentence.text))
            print("Sentence sentiment: {}".format(sentence.sentiment))
            print("Sentence score:\nPositive={0:.2f}\nNeutral={1:.2f}\nNegative={2:.2f}\n".format(
                sentence.confidence_scores.positive,
                sentence.confidence_scores.neutral,
                sentence.confidence_scores.negative,
            ))
            for mined_opinion in sentence.mined_opinions:
                aspect = mined_opinion.aspect
                print("......'{}' aspect '{}'".format(aspect.sentiment, aspect.text))
                print("......Aspect score:\n......Positive={0:.2f}\n......Negative={1:.2f}\n".format(
                    aspect.confidence_scores.positive,
                    aspect.confidence_scores.negative,
                ))
                for opinion in mined_opinion.opinions:
                    print("......'{}' opinion '{}'".format(opinion.sentiment, opinion.text))
                    print("......Opinion score:\n......Positive={0:.2f}\n......Negative={1:.2f}\n".format(
                        opinion.confidence_scores.positive,
                        opinion.confidence_scores.negative,
                    ))
            print("\n")
        print("\n")