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