Sentiment Analysis Framework

Design a sentiment analysis framework that can analyze and classify sentiments from diverse sources such as social media, news articles, and user reviews in multiple languages. The framework should provide insights on overall sentiment trends over time and include functionalities for industry-specific sentiment analysis. Discuss data sourcing and preprocessing, embedding techniques, model selection, evaluation metrics, cost considerations, and approaches to ensure unbiased analysis.