@besscarl
NLP-driven analysis depends on curated data. Priority sources include verified news, developer updates, analytical research and high-engagement social accounts. Noise reduction uses bot filtering and anomaly scoring. Labeling sentiment magnitude improves predictive power. Cross-validating sentiment with actual transaction flows reduces false signals.