v0.5.0

What's New

Added

• Add tests for forecasting with exogenous variables (#547) @mloning
• Add HCrystalBall wrapper (#485) @MichalChromcak
• Tbats (#527) @aiwalter
• Added matrix profile using stumpy (#471) @utsavcoding
• User guide (#377) @mloning
• Add GitHub workflow for building and testing on macOS (#505) @mloning
• [DOC] Add dtaidistance (#502) @mloning
• Implement the feature_importances_ property for RISE (#497) @AaronX121
• Add scikit-fda to the list of related software (#495) @vnmabus
• [DOC] Add roadmap to docs (#467) @mloning
• Add parallelization for RandomIntervalSpectralForest (#482) @AaronX121
• New Ensemble Forecasting Methods (#333) @magittan
• CI run black formatter on notebooks as well as Python scripts (#437) @MarcoGorelli
• Implementation of catch22 transformer, CIF classifier and dictionary based clean-up (#453) @MatthewMiddlehurst
• Added write dataset to ts file functionality (#438) @whackteachers
• Added ability to load from csv containing long-formatted data (#442) @AidenRushbrooke
• Transform typing (#420) @mloning

Changed

• Refactoring utils and transformer module (#538) @mloning
• Update README (#454) @mloning
• Clean up example notebooks (#548) @mloning
• Update README.rst (#536) @aiwalter
• [Doc]Updated load_data.py (#496) @Afzal-Ind
• Update forecasting.py (#487) @raishubham1
• update basic motion description (#475) @vollmersj
• [DOC] Update docs in benchmarking/data.py (#489) @Afzal-Ind
• Edit Jupyter Notebook 01_forecasting (#486) @bmurdata
• Feature & Performance improvements of SFA/WEASEL (#457) @patrickzib
• Moved related software from wiki to docs (#439) @mloning

Fixed

• Fixed issue outlined in issue 522 (#537) @ngupta23
• Fix plot-series (#533) @gracewgao
• added mape_loss and cosmetic fixes to notebooks (removed kernel) (#500) @tch
• Fix azure pipelines (#506) @mloning
• [DOC] Fix broken docstrings of RandomIntervalSpectralForest (#473) @AaronX121
• Add back missing bibtex reference to classifiers (#468) @whackteachers
• Avoid seaborn warning (#472) @davidbp
• Bump pre-commit versions, run again on notebooks (#469) @MarcoGorelli
• Fix series validation (#463) @mloning
• Fix soft dependency imports (#446) @mloning
• Fix bug in AutoETS (#445) @HYang1996
• Add ForecastingHorizon class to docs (#444) @mloning

Removed

• Remove manylinux1 (#458) @mloning

All contributors: @AaronX121, @Afzal-Ind, @AidenRushbrooke, @HYang1996, @MarcoGorelli, @MatthewMiddlehurst, @MichalChromcak, @TonyBagnall, @aiwalter, @bmurdata, @davidbp, @gracewgao, @magittan, @mloning, @ngupta23, @patrickzib, @raishubham1, @tch, @utsavcoding, @vnmabus, @vollmersj and @whackteachers