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Real-time sentiment analysis of tweets using NLP and data visualization
Create a system that collects tweets, performs sentiment analysis, and visualizes trends in real-time. Uses Twitter API, NLP models, and interactive dashboards.
Real-time tweet collection
Sentiment classification
Trend analysis
Geographic visualization
Keyword tracking
Historical data analysis
Flask backend with Twitter API integration, NLTK for sentiment analysis, MongoDB for tweet storage, React dashboard with D3.js visualizations
NLP & text processing
Twitter API
Data visualization
Flask development
MongoDB
Work with social media APIs
Implement sentiment analysis
Create real-time dashboards
Handle streaming data
Build data pipelines
Configure Twitter API and data collection
Build and train sentiment classifier
Implement streaming and storage
Create visualization dashboard
Test and deploy system