Analyze and visualize customer churn data using Amazon SageMaker Unified Studio notebooks. Load data from the lakehouse into a pandas DataFrame, clean and summarize it, identify patterns by state, and create visualizations using Python, the built-in Charts feature, or the Data Agent.