**Welcome to the 2024 Kaggle Playground Series!** Happy New Year! This is the 1st episode of Season 4. We plan to continue in the spirit of previous playgrounds, providing interesting and approachable datasets for our community to practice their machine learning skills, and anticipate a competition each month. **Your Goal:** For this Episode of the Series, your task is to predict whether a customer continues with their account or closes it (e.g., churns). Good luck!