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The project involves sentiment analysis of stocks including Facebook, Amazon, and Microsoft. Finn lexicon from GitHub was chosen for sentiment analysis, with scores ranging from -5 to 5. A sentiment dictionary was created based on the lexicon, and a function was written to calculate sentiment scores from earnings call transcripts obtained from respective websites. The output was exported to CSV, and a data frame was created to calculate scores. A point plot showed fluctuating sentiment for Microsoft, with a significant drop in the first quarter of 2020.