Fun Text Mining with Simpsons

Exploratory data analysis for approximately 600 Simpsons episodes and scripts, topic modeling and text generation.

Table of Content

• Identify most on-screen characters
• Group the most common words for each character (WordClouds)
• Vectorizing
  • Bag-Of-Words
  • TF-IDF
  • Word-Vector (Google's Word2Vec)
• Sentiment Analysis
• Topic Modeling
• Best & worst episode

Credits, Sources & Links

• Kaggle Notebook