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Going Down to South Park: A Text Analysis

Analyze the dialog and IMDB ratings of 287 South Park episodes. Warning: contains explicit language.

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9 Tasks1,500 XP

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Project Description

Warning: the dataset in this project contains explicit language.

South Park is a satiric American TV show that is popular around the world. In this Project, you will combine two datasets: dialogs from the first 21 seasons (287 episodes) and IMDB ratings of these episodes. Using some text analysis principles, you will answer questions like: Are naughtier episodes more popular? Is Eric Cartman the naughtiest character in the show?

Project Tasks

  1. 1
    Import and explore data
  2. 2
    Sentiments, swear words, and stemming
  3. 3
    Summarize data by episode
  4. 4
    South Park overall sentiment
  5. 5
    South Park episode popularity
  6. 6
    Are naughty episodes more popular?
  7. 7
    Comparing profanity of two characters
  8. 8
    Is Eric Cartman the naughtiest character?
  9. 9
    Let's answer some questions

Technologies

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Topics

Data ManipulationData VisualizationProbability & Statistics
Patrik Drhlík HeadshotPatrik Drhlík

Freelance Data Scientist

Patrik is a freelance data scientist that helps small local companies with data-related problems. He is also pursuing his Ph.D. where he specializes in missing data. He never leaves home without his Rubik's cube and loves hitchhiking, athletics, mountains, kangaroos, and beer (he is Czech).
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