Neuralprophet

New / major improvements
* Introduce conditional seasonality by judussoari in https://github.com/ourownstory/neural_prophet/pull/1067
* add plotly resampler by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1083
* Uncertainty: Conformal Prediction V1.1 - extend to multiple forecast steps by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1073


Breaking changes
* Progress bar in minimal mode is default instead of deactivated by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1059

List of all changes
* Uncertainty: Conformal Prediction V1.1 - add Conformal class to conformal_prediction.py and rename file to conformal.py by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1074
* [Fix] Fixed error in plot loss by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1064
* Restict numpy version to <1.24.0 by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1080
* remove default settings (None for calibration df and 0.1 for alpha) by christymctse in https://github.com/ourownstory/neural_prophet/pull/1079
* [Bug-fix] Enable test_plot_conformal_prediction with auto-regression on plot_latest_forecast by judussoari in https://github.com/ourownstory/neural_prophet/pull/1096
* [refactor] incorporate typing for Conformal class and conformal_predict method by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1104
* [Bug-fix] Enable holidays when using global/glocal modeling by judussoari in https://github.com/ourownstory/neural_prophet/pull/1100
* [Bug-fix] Refactor warning about global normalization to forecaster.py by judussoari in https://github.com/ourownstory/neural_prophet/pull/1109

New Contributor
* christymctse made their first contribution in https://github.com/ourownstory/neural_prophet/pull/1079

**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.5.0...0.5.1

New / major improvements
* Lightning Migration by karl-richter in https://github.com/ourownstory/neural_prophet/pull/837
* GPU support by karl-richter in https://github.com/ourownstory/neural_prophet/pull/961
* Support plotting of only specific panels in plot_parameters and plot_components by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/884
* Uncertainty: Conformal Prediction V1 with .conformal_predict() by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/802 and https://github.com/ourownstory/neural_prophet/pull/1044
* Support for holidays of multiple countries by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1001
* Deep model parameter interpretation by karl-richter in https://github.com/ourownstory/neural_prophet/pull/883
* Add type annotations for main NeuralProphet class by noxan in https://github.com/ourownstory/neural_prophet/pull/981

Breaking changes

* Remove support for df dict as an input by judussoari in https://github.com/ourownstory/neural_prophet/pull/929
* Change plotting_backend deprecation warning for implicit and explicit matplotlib use by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1006
* Refactored fit() interface by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1039
* Remove residuals in forecast dataframe returned by m.predict() by judussoari in https://github.com/ourownstory/neural_prophet/pull/927

List of all changes
* [lightning] Remove rich progress bar by karl-richter in https://github.com/ourownstory/neural_prophet/pull/952
* Improvement/type annotations by noxan in https://github.com/ourownstory/neural_prophet/pull/954
* Commented out test_progress_display in test_integration.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/956
* Added plot param of the NeuralProphet fit() and uncomment test_progress_display in test_integration.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/958
* [lightning] refactored Trainer args by karl-richter in https://github.com/ourownstory/neural_prophet/pull/959
* refactored test failure by karl-richter in https://github.com/ourownstory/neural_prophet/pull/960
* Add alias function plot_last_forecast() for plot_latest_forecast() and give deprecation warning by judussoari in https://github.com/ourownstory/neural_prophet/pull/919
* Mask seasonality on Sat/Sun when data frequency is Business days by judussoari in https://github.com/ourownstory/neural_prophet/pull/808
* [bug] Forecast output dataframe contains all float dtypes instead of having some objects by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/978
* Fix labels of yhatx and origin-x in plots by judussoari in https://github.com/ourownstory/neural_prophet/pull/942
* Improve github action speed for docs test by noxan in https://github.com/ourownstory/neural_prophet/pull/936
* Resolved discontinuous trend when changepoints are not sorted chronologically by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/968
* Address small tech debt to use a conditional instead of try/except for Python 3.7 support by kapoor1992 in https://github.com/ourownstory/neural_prophet/pull/934
* [dev-ops] Collapsible metrics reports by noxan in https://github.com/ourownstory/neural_prophet/pull/926
* Cleanup document files by noxan in https://github.com/ourownstory/neural_prophet/pull/975
* Rename plot_forecast.py and plot_model_parameters.py to xxx_matplotli… by SaumyaBhushan in https://github.com/ourownstory/neural_prophet/pull/971
* [naming] Renamed tutorial notebooks by karl-richter in https://github.com/ourownstory/neural_prophet/pull/921
* Labels in CONTRIBUTING.md by karl-richter in https://github.com/ourownstory/neural_prophet/pull/946
* [enhancement] add pytests for matplotlib by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/914
* [devops] Improve codecov threshold by noxan in https://github.com/ourownstory/neural_prophet/pull/980
* [devops] Upgrade GitHub action versions by noxan in https://github.com/ourownstory/neural_prophet/pull/979
* change deprecation message to switch plotting backend to plotly by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/984
* [feature] Plot components of averaged df (and quants) if multiple IDs, but no df_name specified in plot_components() by judussoari in https://github.com/ourownstory/neural_prophet/pull/888
* [devops] Code coverage threshold fix by noxan in https://github.com/ourownstory/neural_prophet/pull/990
* Time in model training benchmark by karl-richter in https://github.com/ourownstory/neural_prophet/pull/995
* Unified the naming of variables - num and nb by SaumyaBhushan in https://github.com/ourownstory/neural_prophet/pull/994
* [tests] Add tests for configure by noxan in https://github.com/ourownstory/neural_prophet/pull/983
* [cleanup] Remove unused from_kwargs config function by noxan in https://github.com/ourownstory/neural_prophet/pull/988
* [devops] Add shell script to setup basic development environment by noxan in https://github.com/ourownstory/neural_prophet/pull/986
* [lightning] Speed-up by karl-richter in https://github.com/ourownstory/neural_prophet/pull/973
* Update progress bar only every epoch by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1003
* [typing] Resolve type annotation issues in configure file by noxan in https://github.com/ourownstory/neural_prophet/pull/987
* [typing] Add ConfigEvents type annotations by noxan in https://github.com/ourownstory/neural_prophet/pull/989
* [refactor] Extract plot utils into dedicated file by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1000
* [website] Fix typo in preview of website description by noxan in https://github.com/ourownstory/neural_prophet/pull/1012
* Move tensors to correct device by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1010
* [docs] New tutorials section for docs by noxan in https://github.com/ourownstory/neural_prophet/pull/976
* Meta name bool by alfonsogarciadecorral in https://github.com/ourownstory/neural_prophet/pull/997
* [feature] Add a main script to print neuralprophet version by noxan in https://github.com/ourownstory/neural_prophet/pull/974
* [dev-ops] Type annotation validation GitHub action by noxan in https://github.com/ourownstory/neural_prophet/pull/902
* Add pull request template for Github by karl-richter in https://github.com/ourownstory/neural_prophet/pull/915
* [typing] fix typings and constructor super call for pinnball loss by noxan in https://github.com/ourownstory/neural_prophet/pull/1019
* Follow-up tensors on wrong device by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1023
* Fix string Interpolation by poweroftrue in https://github.com/ourownstory/neural_prophet/pull/1026
* Fix label links in contributing guidelines by noxan in https://github.com/ourownstory/neural_prophet/pull/1024
* [bugfix] enable events while predicting into known future by judussoari in https://github.com/ourownstory/neural_prophet/pull/1029
* [fix] Replace all deprecated plot_last_forecast with plot_latest_forecast by noxan in https://github.com/ourownstory/neural_prophet/pull/1022
* [refactor] Rename config_seasonality and add typings by noxan in https://github.com/ourownstory/neural_prophet/pull/1021
* [refactor] Remove duplicate season reg lambda by noxan in https://github.com/ourownstory/neural_prophet/pull/1020
* [fix] Renamed remaining self.config_season variables to self.config_seasonality in time_net.py by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1035
* Removed commented tests in test_uncertainty.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1032
* [refactor] Rename uncertainty_estimation.ipynb to uncertainty_quantile_regression.ipynb by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1034
* Normalize training speed metric by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1041
* Improved system performance tracker by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1042
* Update metrics.yml by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1043
* [devops] Cleanup and limit CodeQL Github action to main branch by noxan in https://github.com/ourownstory/neural_prophet/pull/1031
* [docs] Tuturials use prepared dataset by noxan in https://github.com/ourownstory/neural_prophet/pull/1037
* Refactored dataloader by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1040
* Normalize training time metric by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1045
* Removed unnecessary if statement in predict_season_from_dates by judussoari in https://github.com/ourownstory/neural_prophet/pull/1049

New Contributors
* leoniewgnr made their first contribution in https://github.com/ourownstory/neural_prophet/pull/968
* SaumyaBhushan made their first contribution in https://github.com/ourownstory/neural_prophet/pull/971
* poweroftrue made their first contribution in https://github.com/ourownstory/neural_prophet/pull/1026

**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.4.2...0.5.0

What's Changed

* Move tensors to correct device by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1010
* Uncertainty: Conformal Prediction V1 by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/802
* Add a main script to print neuralprophet version by noxan in https://github.com/ourownstory/neural_prophet/pull/974
* Follow-up tensors on wrong device by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1023

Deprecations

* Change plotting_backend deprecation warning for implicit and explicit matplotlib use by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1006

Bug fixes

* Fix string Interpolation by poweroftrue in https://github.com/ourownstory/neural_prophet/pull/1026

Refactors

* Meta name bool by alfonsogarciadecorral in https://github.com/ourownstory/neural_prophet/pull/997

Internals and website

* [docs] New tutorials section for docs by noxan in https://github.com/ourownstory/neural_prophet/pull/976
* [dev-ops] Type annotation validation GitHub action by noxan in https://github.com/ourownstory/neural_prophet/pull/902
* Add pull request template for Github by karl-richter in https://github.com/ourownstory/neural_prophet/pull/915
* Fix typings and constructor super call for pinnball loss by noxan in https://github.com/ourownstory/neural_prophet/pull/1019
* [website] Fix typo in preview of website description by noxan in https://github.com/ourownstory/neural_prophet/pull/1012
* Fix label links in contributing guidelines by noxan in https://github.com/ourownstory/neural_prophet/pull/1024

New Contributors
* poweroftrue made their first contribution in https://github.com/ourownstory/neural_prophet/pull/1026

**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.5.0rc1...0.5.0rc2

Relevant new features:
* https://github.com/ourownstory/neural_prophet/pull/961 GPU (and other accelerator) support
* https://github.com/ourownstory/neural_prophet/pull/888 Plot multiple sets of parameters due to Glocal model as mean and 10/90 percentiles.
* https://github.com/ourownstory/neural_prophet/pull/779 New panel in `plot_forecast` depicting uncertainty
* https://github.com/ourownstory/neural_prophet/pull/884 Plot select panels in plot_parameters and plot_components

API and modeling changes:
* https://github.com/ourownstory/neural_prophet/pull/837 Migrate backend to PyTorch Lightning
* https://github.com/ourownstory/neural_prophet/pull/929 remove support for dictionaries as inputs. Please use a single DataFrame with an ID column for each time series
* https://github.com/ourownstory/neural_prophet/pull/984 deprecation warning: upcoming change of plotting backend to plotly (matplotlib support will be dropped in future)
* https://github.com/ourownstory/neural_prophet/pull/927 remove addition of residuals to forecast dataframe and subsequent plotting


Important fixes and enhancements:
* https://github.com/ourownstory/neural_prophet/pull/978 Fix None dtypes to NAN
* https://github.com/ourownstory/neural_prophet/pull/968 Sort changepoints
* https://github.com/ourownstory/neural_prophet/pull/919 backwards compatibility for `plot_latest_forecast`
* https://github.com/ourownstory/neural_prophet/pull/981 Add type annotations for `NeuralProphet` class
* https://github.com/ourownstory/neural_prophet/pull/853 new argument for setting custom quantile in `plot_parameters`
* https://github.com/ourownstory/neural_prophet/pull/808 Do not plot weekend seasonality for business day data frequency

Additionally, many smaller bugfixes and improvements to the codebase were also introduced.
For details, please view the merged Pull Requests.

Relevant new features:
- https://github.com/ourownstory/neural_prophet/pull/916 Introduce "Glocal": global-local seasonality and trend
- https://github.com/ourownstory/neural_prophet/pull/733 Introduce TorchProphet: Making NeuralProphet compatible with Facebook Prophet code, with tutorial
- https://github.com/ourownstory/neural_prophet/pull/831 Tutorial: Migration from Prophet to NeuralProphet
- https://github.com/ourownstory/neural_prophet/pull/779 Introduce uncertainty panel in forecast components plot


API and modeling changes:
- https://github.com/ourownstory/neural_prophet/pull/829 API change: Rename "yhat" to "origin" in `get_latest_forecast()` and `plot_latest_forecast()`
- https://github.com/ourownstory/neural_prophet/pull/909 Remove regressor if training set has one unique value (instead of throwing error)

Important fixes and enhancements:
- https://github.com/ourownstory/neural_prophet/pull/853 Support setting custom quantile in `plot_parameters()`
- https://github.com/ourownstory/neural_prophet/pull/865 Allow component plot with locally-normalized global df
- https://github.com/ourownstory/neural_prophet/pull/920 Restructure documentation website
- https://github.com/ourownstory/neural_prophet/pull/791 Fix: re-scaling of multiplicative components in forecast df

Additionally, many smaller bugfixes and improvements to the codebase were also introduced.
For details, please view the merged Pull Requests.

Relevant changes and new features (excluding documentation improvements and bugfixes):

- 603 introduce `__version__`
- 619 Allow missing values left unimputed - drop affected areas
- 641 Global modeling: accept DataFrame with IDs (deprecating dict of df)
- 658 introduce Future regressor positivity constraint
- 664 increase torch minimum required to 1.8.0
- 669 introduce uncertainty estimation via Quantile Regression
- 671 introduce Plotly support
- 673 add Network Visualization tutorial
- 691 introduce save and load
- 701 introduce `get_latest_forecast`
- 714 support regularization for lagged regressors
- 800 increase last trend segment stability, setting `changepoints_range` to 0.8

Additionally, many bugfixes and improvements to the codebase and documentation were also introduced.
For details, please view the merged Pull Requests.