~/talk

Do Angry People Have Poor Grammar?

Talkat PyData Amsterdam 2016 · 2016-03-12..03-13· [python, machine-learning]
links:none on file
slides:none on file

Uses a 1% sample of every public reddit comment (filtered to >=5 words, ~319,000 comments) and applies Python NLP tools: tokenization via NLTK, sentiment scoring with VADER, simple grammar/style checks via a linter, and regression/Pearson tests. Finds overall sentiment is mostly neutral and Pearson correlations between negativity and lint-flagged style issues are near zero with very small p-values, so anger and poor grammar show no meaningful statistical dependence at this scale.

AI-written summary · about

  1. 0:00Sentiment and grammar research
  2. 3:35Reddit comment data
  3. 6:27Grammar with parsing
  4. 12:58Writing style with linters
  5. 17:16Sentiment with VADER
  6. 22:21Style versus sentiment
  7. 25:53Results and conclusions
  8. 27:41Future work and limits
  9. 28:03Q&A: Subreddit variations
  10. 34:46Q&A: Short comments bias
  11. 36:13Q&A: Top-rated political comments
  12. 39:12Q&A: Multilingual sentiment
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