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ML_NLP_OKCupid

Using NLP to analyze OkCupid profile texts for my class


Dataset

The Dataset okcupid_profiles.csv comes from Kaggle and can be directly downloaded here.

Demographic Variables are:

  • age
  • status
  • sex
  • orientation
  • body type
  • diet
  • drinks
  • drugs
  • education
  • ethnicity
  • height
  • income
  • job
  • last_online
  • location
  • offspring
  • pets
  • religion
  • sign
  • smokes
  • speaks

Essay Questions are:

  • essay0: About Me / Self summary
  • essay1: Current Goals / Aspirations
  • essay2: My Golden Rule / My traits
  • essay3: I could probably beat you at / Talent
  • essay4: The last show I binged / Hobbies
  • essay5: A perfect day / Moments
  • essay6: I value / Needs
  • essay7: The most private thing I'm willing to admit / Secrets
  • essay8: What I'm actually looking for / Dating

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