tsfresh

tsfresh extracts relevant characteristics from time series data, enabling automated feature engineering for machine learning tasks. It supports a wide range of feature calculators, parallel processing, and integrated feature selection. The current version is 0.21.1, and it typically releases new versions every few months, often including bug fixes, dependency updates, and occasionally breaking changes.