keivanipchihagh / Fun-Text-Mining-with-Simpsons

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

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