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Building a Gendered Dictionary

Talkat PyCascades 2019 · 2019-02-23..02-24· [python, data-science]
slides:none on file

Builds a searchable gendered-word dataset and API that grows from a few hundred Wordnik reverse-dictionary hits to about 4,000 candidates after merging a Webster JSON dump and web-scraped Collins clothing lists, then cleans them with regex (word-boundaries and optional affixes) and NLTK POS checks to drop prepositional uses (eg. “woman” as object), filters out false positives like “lioness,” and finds gender opposites using word2vec/Gensim on Google vectors with a 0.6 similarity cutoff; outcomes: a browsable index highlighting missing or imbalanced gender pairs and usable API endpoints.

AI-written summary · about

  1. 0:00Intro
  2. 0:23Superhero Ninja
  3. 0:43Biases
  4. 1:07Genderneutral pronouns
  5. 2:26Building a gender addiction
  6. 3:12Finding data
  7. 4:13Warnock reverse dictionary
  8. 5:12Static datasets
  9. 5:50Regex
  10. 6:46Word Boundaries
  11. 8:35Finding Patterns
  12. 10:32NLTK
  13. 12:12Clothing Items
  14. 12:54Web Scraping
  15. 14:07Word Tyvek
  16. 15:47Models
  17. 16:36Summary
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