The goal of this project was to generate a list of movies whose plot descriptions are similar to a user-defined plot description. A database of 35,000 wikipedia movie plot descriptions was used. In order to compare the plot descriptons, I used spaCy for natural language processing and scikit-learn for tf-idf in order to determine similarity. In the example above, the first paragraph of the Spider-Man plot description from Wikipedia was used for the user-defined plot description. Unsurprisingly, Spider-Man is the first result. The reason that the similarity is ~0.51 instead of 1.00 is because I only used the first paragraph of the plot summary on Wikipedia, whereas the database file contains the entire plot description.