For analyzing a play, especially if it involves extracting themes, character relationships, or sentiment analysis, a machine learning algorithm would be the most appropriate choice. Machine learning can be used for tasks such as text classification, natural language processing, and relationship extraction, which are pertinent to analyzing literature.
So, the correct response is: machine learning algorithm.