pyts is a Python package for time series classification that provides preprocessing utilities, transformation tools, and implementations of state-of-the-art classification algorithms. It is built on top of NumPy, SciPy, Scikit-learn, and Numba, offering a scikit-learn compatible API for tasks such as feature extraction, dimensionality reduction, and classification of time series data.