v1.6.0

[José Morales (jmoralez)]

New Features

• Conformal Prediction Kevin Kho (@kvnkho) (Conformal Prediction #592)
• Adding levels to distributed backends Kevin Kho (@kvnkho) (Adding levels to distributed backends #581)
• [FEAT] Add ConstantModel and ZeroModel federicogarza ([FEAT] Add ConstantModel and ZeroModel #568)
• [FEAT] Add NaNModel federicogarza ([FEAT] Add NaNModel #567)
• [FEAT] Add conformal intervals Theta family federicogarza ([FEAT] Add conformal intervals Theta family #501)
• [FEAT] Add conformal intervals for CES federicogarza ([FEAT] Add conformal intervals for CES #500)
• [FEATURE] Polars support Akmal Soliev (@akmalsoliev) ([FEATURE] Polars support #448)
• [FEAT] Add conformal intervals to arima family federicogarza ([FEAT] Add conformal intervals to arima family #488)
• [FEAT] Add conformal intervals to StatsForecast class federicogarza ([FEAT] Add conformal intervals to StatsForecast class #487)
• [FEAT] Add conformal prediction for AutoARIMA federicogarza ([FEAT] Add conformal prediction for AutoARIMA #486)
• [FEAT] Return plot object federicogarza ([FEAT] Return plot object #465)
• [FEAT] Add stl_kwargs to MSTL federicogarza ([FEAT] Add stl_kwargs to MSTL #462)
• [FEAT] Support pandas 2.0 changes federicogarza ([FEAT] Support pandas 2.0 changes #456)

Breaking Change

• Reducing StatsForecast Size Kevin Kho (@kvnkho) (Reducing StatsForecast Size #600)

Bug Fixes

• take shallow copy on dataframe processing and fix get_cmap deprecation José Morales (@jmoralez) (take shallow copy on dataframe processing and fix get_cmap deprecation #617)
• fix arima max order params José Morales (@jmoralez) (fix arima max order params #613)
• Fix iteration range in non-stepwise AutoARIMA Manuel Calzolari (@manuel-calzolari) (Fix iteration range in non-stepwise AutoARIMA #601)
• [Core] Fixed RuntimeWarning Generated by _get_cols ([Core] RuntimeWarning Generated by _get_cols  #538) tanishka (@taniishkaaa) ([Core] Fixed RuntimeWarning Generated by _get_cols (#538) #563)
• [FIX] Unnecessary datetime column conversion Akmal Soliev (@akmalsoliev) ([FIX] Unnecessary datetime column conversion #558)
• [FIX] Accommodated switch to jupyter-lab Akmal Soliev (@akmalsoliev) ([FIX] Accommodated switch to jupyter-lab #511)
• [FIX] Polars hotfix Akmal Soliev (@akmalsoliev) ([FIX] Polars hotfix #503)
• [FIX] Added polars to settings.ini Akmal Soliev (@akmalsoliev) ([FIX] Added polars to settings.ini  #499)
• [FIX] HoltWinters forecasts (weekly seasonality) federicogarza ([FIX] HoltWinters forecasts (weekly seasonality) #483)
• [FIX] Consider correct seasonality for exp smoothing federicogarza ([FIX] Consider correct seasonality for exp smoothing #474)
• Remove unused levels from categorical unique_id Nick To (@nickto) (Remove unused levels from categorical unique_id #473)
• [FIX] Add protection ETS zero division error federicogarza ([FIX] Add protection ETS zero division error #470)
• [FIX] allow period=1 using mstl federicogarza ([FIX] allow period=1 using mstl #463)
• [FIX] ets forbidden component combinations federicogarza ([FIX] ets forbidden component combinations #461)
• [FIX] Different results between forecast and fit/predict MSTL federicogarza ([FIX] Different results between forecast and fit/predict MSTL #446)
• Stop using mutable defaults for ets_f lower and upper arguments Kyle Schmaus (@kschmaus) (Stop using mutable defaults for ets_f lower and upper arguments #437)
• [FIX] Distributed behaviour with exogenous variables federicogarza ([FIX] Distributed behaviour with exogenous variables #427)

Documentation

• Adding details to Conformal Prediction docs Kevin Kho (@kvnkho) (Adding details to Conformal Prediction docs #607)
• Tutorial for Conformal Prediction Kevin Kho (@kvnkho) (Tutorial for Conformal Prediction #597)
• [FIX] SeasonalNaive docs Nelson Cárdenas Bolaño (@nelsoncardenas) ([FIX] SeasonalNaive docs #588)
• Fix incorrect parameter name in How-To-Guides Yiben Huang (@yibenhuang) (Fix incorrect parameter name in How-To-Guides #584)
• Changing Load Forecasting Data Souce Kevin Kho (@kvnkho) (Changing Load Forecasting Data Souce #572)
• [DOCS] Adding GARCH and ARCH to index Kevin Kho (@kvnkho) ([DOCS] Adding GARCH and ARCH to index #571)
• Fix broken doc links Andrew Gross (@andrewgross) (Fix broken doc links #566)
• Fixing broken links Kevin Kho (@kvnkho) (Fixing broken links #559)
• Updated the document to reflect the deprecation of ETS in favor of AutoETS ([MODELS DOCS] Change ETS to AutoETS  #319) tanishka (@taniishkaaa) (Updated the document to reflect the deprecation of ETS in favor of AutoETS (#319) #561)
• [DOC] renamed files for order Max Mergenthaler (@mergenthaler) ([DOC] renamed files for order #554)
• Update nbs/ federicogarza (Update nbs/ #548)
• [FIX] Restructure how-to guides federicogarza ([FIX] Restructure how-to guides #547)
• [DOCS] AutomaticForecasting Max Mergenthaler (@mergenthaler) ([DOCS] AutomaticForecasting #545)
• Updating Distributed Documentation Kevin Kho (@kvnkho) (Updating Distributed Documentation #541)
• Update nbs/ federicogarza (Update nbs/ #546)
• [FEAT] New docs structure federicogarza ([FEAT!] New docs structure #534)
• [DOCS] Polars documentation Akmal Soliev (@akmalsoliev) ([DOCS] Polars documentation #527)
• Update nbs/docs/contribute/ file federicogarza (Update nbs/docs/contribute/ file #544)
• Update nbs/docs/contribute/ file federicogarza (Update nbs/docs/contribute/ file #543)
• Update nbs/ file federicogarza (Update nbs/ file #542)
• Update CONTRIBUTING.md file federicogarza (Update CONTRIBUTING.md file #533)
• [FEAT] Add mlforecast to ensemble example federicogarza ([FEAT] Add mlforecast to ensemble example #502)
• [FIX] Link end to end pipeline federicogarza ([FIX] Link end to end pipeline #477)
• Update README.md Max Mergenthaler (@mergenthaler) (Update README.md #468)
• [DOCS] Added more instructions on nbdev Akmal Soliev (@akmalsoliev) ([DOCS] Added more instructions on nbdev #449)
• [DOCS] Hide utils fns from core federicogarza ([DOCS] Hide utils fns from core #429)
• Fix naive model description Sebastian Hagn (@shagn) (Fix naive model description #268)

Enhancement

• check for level when prediction_intervals are set José Morales (@jmoralez) (check for level when prediction_intervals are set #615)
• raise informative error when series are too short for cross_validation José Morales (@jmoralez) (raise informative error when series are too short for cross_validation #610)
• Add release drafter federicogarza (Add release drafter #514)
• Add issue template files federicogarza (Add issue template files #513)
• Add issue template federicogarza (Add issue template #512)

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This discussion was created from the release v1.6.0.