S2spy

Added
- Python 3.11 support ([175](https://github.com/AI4S2S/s2spy/pull/175)).
- Support monthly and weekly data for preprocess module ([173](https://github.com/AI4S2S/s2spy/pull/173)).

Changed
- Example data used in the tutorial notebooks is now downloaded from Zenodo ([172](https://github.com/AI4S2S/s2spy/pull/172)).

Added
- "Label alignment" functionality for RGDR, to align labels over multiple train-test splits ([144](https://github.com/AI4S2S/s2spy/pull/144)).
- A preprocessing module, which can be used to calculate climatology/anomalies and to detrend data ([152](https://github.com/AI4S2S/s2spy/pull/152)).
- Support for specifying multiple target and precursor intervals in RGDR ([153](https://github.com/AI4S2S/s2spy/pull/153)).

Changed
- A bug in the spherical area calculation of RGDR has been fixed ([133](https://github.com/AI4S2S/s2spy/pull/133)).
- Default settings for RGDR have been removed. Users now need to fully specify their RGDR setup ([133](https://github.com/AI4S2S/s2spy/pull/133)).
- The RGDR visualization plots are now called using `RGDR.preview_correlation` and `RGDR.preview_clusters` ([106](https://github.com/AI4S2S/s2spy/pull/106)).

Removed
- Calendar, resampling, and traintest modules have been moved to a separate package named [Lilio](https://github.com/AI4S2S/lilio) ([#158](https://github.com/AI4S2S/s2spy/pull/158)).

Dev changes
- Use `hatch` as the project manager, and `ruff` as the linter ([159](https://github.com/AI4S2S/s2spy/pull/159)).
- Notebooks have been moved to the docs folder, to be included in ReadtheDocs in the future ([159](https://github.com/AI4S2S/s2spy/pull/159)).

Fixed
- Display of images on ReadtheDocs and PyPi ([97](https://github.com/AI4S2S/s2spy/pull/97))

Added
- Improve Sphinx documentation hosted on ReadtheDocs ([32](https://github.com/AI4S2S/s2spy/pull/32) [#70](https://github.com/AI4S2S/s2spy/pull/70))
- Support max lags and mark target period methods in time module ([40](https://github.com/AI4S2S/s2spy/pull/40) [#43](https://github.com/AI4S2S/s2spy/pull/43))
- Add traintest splitting module for cross-validation ([37](https://github.com/AI4S2S/s2spy/pull/37))
- Support sklearn splitters for traintest module ([53](https://github.com/AI4S2S/s2spy/pull/53))
- Implement train/test splits iterator ([70](https://github.com/AI4S2S/s2spy/pull/70))
- Add Response Guided Dimensionality Reduction (RGDR) module ([68](https://github.com/AI4S2S/s2spy/pull/68))
- Implement correlation map function ([49](https://github.com/AI4S2S/s2spy/pull/49))
- Implement dbscan for RGDR ([57](https://github.com/AI4S2S/s2spy/pull/57))
- Support for multiple lags in RGDR ([85](https://github.com/AI4S2S/s2spy/pull/85))
- Update Readme ([95](https://github.com/AI4S2S/s2spy/pull/95))

Changed
- Refactor resample methods as functions ([50](https://github.com/AI4S2S/s2spy/issues/50))
- Refactor calendars to BaseCalendar class and subclasses ([60](https://github.com/AI4S2S/s2spy/pull/60))

Removed
- Python 3.7 support ([65](https://github.com/AI4S2S/s2spy/issues/65))

Added
- Time module for an "advent calendar" to handle target and precursor periods.
- Implemented resampling data to the advent calendar.
- Example notebooks on how to use the calendar and resampling functionalities.

[Unreleased]: https://github.com/AI4S2S/s2spy