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A novel algorithmic system that works subtly in the background to mutual benefit, and adapts quickly to local conditions, ...
"New algorithm cuts through 'noisy' data to better predict tipping points." ScienceDaily. ScienceDaily, 27 April 2024. <www.sciencedaily.com / releases / 2024 / 04 / 240426165214.htm>.
The algorithm then returns the given word, its part of speech, and its lemma, or base-form. Sentiment analysis is done using VADER: Valence Aware Dictionary and sEntiment Reasoner.