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I'm into NLP real-world use cases for the next couple of months. And, I've decided to start with Spacy.
Spacy for parsing the Headlines, remove stop words etc. might be ok but I think the problem is quite narrow so a set of fixed regex searches might work quite well. If regex is too slow, try: https://github.com/vi3k6i5/flashtext
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