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Hard to shake off the punctuation and symbol discrepancies depending how you approach the problem. It was also interesting to play with different ways of tokenizing what a 'word' is. I.e. is everything after a space (\s) a word? Does Regex (\<\w+\>) Identify a word best? Overall very close to the solution depending on tweaks in cleansing or parsing.