What are some examples of contextual sentiment analysis?
Contextual sentiment analysis involves understanding the sentiment of text based on its context. For example, in a movie review, the phrase 'not bad' can be positive or negative depending on the overall tone of the review.
Can you give me more specific examples?
Sure! In social media, a tweet like 'I love this new phone, but the battery life is disappointing' shows mixed sentiment. The context helps us understand that the user is happy about the phone but frustrated with one aspect.
How does this differ from regular sentiment analysis?
Regular sentiment analysis might classify 'not bad' as neutral, while contextual analysis recognizes it as positive in a favorable review. Contextual analysis is more nuanced.
What tools can I use for contextual sentiment analysis?
You can use tools like IBM Watson, Google Cloud Natural Language, or open-source libraries like SpaCy and NLTK for contextual sentiment analysis.
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