Objective: Based on past metacritic scores and other features determine if it is possible to predict the metacritic score for early oscars contenders.

• Director
• Writer
• Cast
• Budget
• Runtime
• Release Date
• MPAA Rating
• Casts
• Genre
• Award Nominations

• Metacritic Score

• IMDB Awards Page
• IMDB Titles Pages

• BeautifulSoup
• SciKit Learn
• Matplotlib
• Seaborn

I used a scaled linear regression to get my final model. Intially I used the same and got an R^2 score of 0.88 and a RME 0f 4.25 but due to some data leakage I refined and was able to fix the engineered features to end up with a R^2 score of 0.28 and a final RME of 0.11