v0.17.0

We changed the default branch from "master" to "main".

• Breaking Change
  • Changed constructed id in roll_time_series from string to tuple (#700)
  • Same for add_sub_time_series_index (#720)
• Added Features
  • Implemented the Lempel-Ziv-Complexity and the Fourier Entropy (#688)
  • Prevent #524 by adding an assert for common identifiers (#690)
  • Added permutation entropy (#691)
  • Added a logo :-) (#694)
  • Implemented the benford distribution feature (#689)
  • Reworked the notebooks (#701, #704)
  • Speed up the result pivoting (#705)
  • Add a test for the dask bindings (#719)
  • Refactor input data iteration to need less memory (#707)
  • Added benchmark tests (#710)
  • Make dask a possible input format (#736)
• Bugfixes:
  • Fixed a bug in the selection, that caused all regression tasks with un-ordered index to be wrong (#715)
  • Fixed readthedocs (#695, #696)
  • Fix spark and dask after #705 and for non-id named id columns (#712)
  • Fix in the forecasting notebook (#729)
  • Let tsfresh choose the value column if possible (#722)
  • Move from coveralls github action to codecov (#734)
  • Improve speed of data processing (#735)
  • Fix for newer, more strict pandas versions (#737)
  • Fix documentation for feature calculators (#743)