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Some features specialized on time series forecasting are not available on tsfresh. The tsfeatures project started as a complementary project to have an implementation of FFORMA in python. https://robjhyndman.com/publications/fforma/

tsfresh is generally clunky and old, there is a faster package lit there called tsflex.