Diive

New feature

- Added new heatmap plotting class `HeatmapYearMonth` that allows to plot a variable in year/month
classes(`diive.core.plotting.heatmap_datetime.HeatmapYearMonth`)


Changes

- Refactored code for class `HeatmapDateTime` (`diive.core.plotting.heatmap_datetime.HeatmapDateTime`)
- Added new base class `HeatmapBase` for heatmap plots. Currently used by `HeatmapYearMonth`
and `HeatmapDateTime` (`diive.core.plotting.heatmap_base.HeatmapBase`)

Notebooks

- Added new notebook for `HeatmapDateTime` (`notebooks/Plotting/HeatmapDateTime.ipynb`)
- Added new notebook for `HeatmapYearMonth` (`notebooks/Plotting/HeatmapYearMonth.ipynb`)

Bugfixes

- Fixed bug in `HeatmapDateTime` where the last record of each day was not shown


Notebooks

- Added new notebook for `Percentiles` (`notebooks/Analyses/Percentiles.ipynb`)
- Added new notebook for `LinearInterpolation` (`notebooks/GapFilling/LinearInterpolation.ipynb`)
- Added new notebook for calculating z-aggregates in quantiles (classes) of x and
y (`notebooks/Analyses/CalculateZaggregatesInQuantileClassesOfXY.ipynb`)
- Updated notebook for `DaytimeNighttimeFlag` (`notebooks/CalculateVariable/DaytimeNighttimeFlag.ipynb`)

Changes

- Updated notebook for `SortingBinsMethod` (`diive.pkgs.analyses.decoupling.SortingBinsMethod`)


*Plot showing vapor pressure deficit (y) in 10 classes of short-wave incoming radiation (x), separate for 5 classes of
air temperature (z). All values shown are medians of the respective variable. The shaded errorbars refer to the
interquartile range for the respective class. Plot was generated using the class `SortingBinsMethod`.*

Changes

- Refactored class `LongtermAnomaliesYear` (`diive.core.plotting.bar.LongtermAnomaliesYear`)


Notebooks

- Added new notebook for `LongtermAnomaliesYear` (`notebooks/Plotting/LongTermAnomalies.ipynb`)

Changes

- Refactored class `SortingBinsMethod`: Allows to investigate binned aggregates of a variable z in binned classes of x
and y. All bins now show medians and interquartile
ranges. (`diive.pkgs.analyses.decoupling.SortingBinsMethod`)

Notebooks

- Added new notebook for `SortingBinsMethod`

Bugfixes

- Added absolute links to example notebooks in `README.md`

Other

- From now on, `diive` is officially published on [pypi](https://pypi.org/project/diive/)

Notebooks

- Added new notebook for `daily_correlation` function (`notebooks/Analyses/DailyCorrelation.ipynb`)
- Added new notebook for `Histogram` class (`notebooks/Analyses/Histogram.ipynb`)

Bugfixes & changes

- Daily correlations are now returned with daily (`1d`) timestamp
index (`diive.pkgs.analyses.correlation.daily_correlation`)
- Updated README
- Environment: Added [ruff](https://github.com/astral-sh/ruff) to dev dependencies for linting