SentimentScope is a tool for detailed sentiment analysis in texts, implementing algorithms from the Natural Language Toolkit (NLTK), spaCy, lexicon-based analysis, and machine learning classifiers.
Sentiment analysis, also known as opinion mining, is the process of determining the sentiment expressed in a piece of text, whether it is positive, negative, or neutral. SentimentScope provides a comprehensive solution for analyzing sentiment in texts using various techniques and libraries.
- Sentiment analysis using NLTK (Natural Language Toolkit)
- Sentiment analysis using spaCy
- Lexicon-based sentiment analysis
- Sentiment analysis using machine learning classifiers
- Text preprocessing utilities
- Data loading and management
- Data visualization of sentiment distribution
- User interaction and interface through a command-line interface (CLI)
- Model evaluation metrics for performance assessment