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The Simpsons and Machine Learning: What makes an Episode Great?

Check out my Medium article on this!

PROBLEM:

  • The Simpsons has had a decline in quality over the years
  • A quantitative solution is required to discover what makes a quality epsiode, and how these kinds of episodes can be replicated

SOLUTION:

  • Utilized sklearn, statsmodels, matplotlib, seaborn, pandas, and numpy packages
  • Built a linear regression model to predict IMDB rating based off word count per character and location

ATTACHED FILES:

  • simpsons_characters.csv
  • simpsons_episodes.csv
  • simpsons_locations.csv

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Can an episode's IMDB rating be predicted based off word count per character and location?

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