This is the kind of nonsense that inspired my colleagues at Scrapinghub to write ELI5:
With common linear models it can directly explain the scoring per-word and even highlight passages of text in a Jupyter notebook. It can also do black-box analysis. You can directly view the scores for a whole lexicon and pick up irrational biases from the dataset. I have used it.. would never now not-use it. :)
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