Tframe is a Python library designed for time series analysis and forecasting. It provides a user-friendly interface for preprocessing, modeling, and evaluating time series data, integrating various machine learning and statistical methods. Tframe is particularly useful for researchers and practitioners looking to streamline their workflows in time series tasks, offering tools for tasks such as data splitting, model tuning, and visualization.