Modelskill

Latest version: v1.0.0

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1.0

What's Changed
* Remove explicit geometry check by ecomodeller in https://github.com/DHI/modelskill/pull/190
* Refactor `scatter()` by ecomodeller in https://github.com/DHI/modelskill/pull/201
* Testable skill table by ecomodeller in https://github.com/DHI/modelskill/pull/202
* Deprecate filtering in skill, score, scatter by ecomodeller in https://github.com/DHI/modelskill/pull/200
* Updated vision in docs by ecomodeller in https://github.com/DHI/modelskill/pull/210
* Kernel Density Estimation by ecomodeller in https://github.com/DHI/modelskill/pull/205
* Update aesthetics of skill table and scatter plot by stkistner in https://github.com/DHI/modelskill/pull/212
* Fixes in collaboration with ruff by ecomodeller in https://github.com/DHI/modelskill/pull/206
* Don't issue warnings with no arguments by ecomodeller in https://github.com/DHI/modelskill/pull/213
* Check `extract` method instead of type by ecomodeller in https://github.com/DHI/modelskill/pull/207
* move plot methods from Connector to root namespace by jsmariegaard in https://github.com/DHI/modelskill/pull/187
* Added skill table with subset metrics by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/216
* custom metrics as series by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/215
* Added_z_comparison by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/204
* Improved model to dataframe by jsmariegaard in https://github.com/DHI/modelskill/pull/222
* ComparerCollection deprecation warnings by jsmariegaard in https://github.com/DHI/modelskill/pull/225
* Fix add comparer track by jsmariegaard in https://github.com/DHI/modelskill/pull/224
* Update notebooks to new api by jsmariegaard in https://github.com/DHI/modelskill/pull/218
* Extract ComparerPlotter from Comparer & Comparison module in subfolder by ecomodeller in https://github.com/DHI/modelskill/pull/214

New Contributors
* stkistner made their first contribution in https://github.com/DHI/modelskill/pull/212

**Full Changelog**: https://github.com/DHI/modelskill/compare/v1.0.a0...v1.0.a1

1.0.0

The time has come to release `ModelSkill` 1.0 after lot's of small tweaks during the beta phase.

🙏 to daniel-caichac-DHI for your patience.

What's Changed
* New dev version 0.9 by jsmariegaard in https://github.com/DHI/modelskill/pull/168
* Observation: rename .df to .data by jsmariegaard in https://github.com/DHI/modelskill/pull/166
* Remove multi-item-modelresults by jsmariegaard in https://github.com/DHI/modelskill/pull/165
* Comparer reorganization by jsmariegaard in https://github.com/DHI/modelskill/pull/169
* minimal style changes by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/171
* add warning scatter plot by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/173
* ModelResult isolated refactor by PaulDanielML in https://github.com/DHI/modelskill/pull/170
* Comparer internal data structure as xarray Dataset by jsmariegaard in https://github.com/DHI/modelskill/pull/172
* ModelResult - docs by ecomodeller in https://github.com/DHI/modelskill/pull/176
* Singleobscomparer by ecomodeller in https://github.com/DHI/modelskill/pull/175
* New Comparer method where() by jsmariegaard in https://github.com/DHI/modelskill/pull/177
* Comparer further refactoring by ecomodeller in https://github.com/DHI/modelskill/pull/179
* Rich compare method by jsmariegaard in https://github.com/DHI/modelskill/pull/180
* Style limits qq by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/182
* add degree to short names by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/188
* fix small density-bug and added test by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/189
* Replace ItemInfo with fmskill.Quantity by ecomodeller in https://github.com/DHI/modelskill/pull/191
* Save/load comparer(s) by ecomodeller in https://github.com/DHI/modelskill/pull/178
* Validate metrics by ecomodeller in https://github.com/DHI/modelskill/pull/195
* Multiple authors + pyproject.toml by ecomodeller in https://github.com/DHI/modelskill/pull/196
* added option for quantile regression in scatter by clemenscremer in https://github.com/DHI/modelskill/pull/197
* Matched data in a single dataframe by ecomodeller in https://github.com/DHI/modelskill/pull/192
* new logo by jsmariegaard in https://github.com/DHI/modelskill/pull/184
* Rename to ModelSkill by ecomodeller in https://github.com/DHI/modelskill/pull/199
* Remove explicit geometry check by ecomodeller in https://github.com/DHI/modelskill/pull/190
* Refactor `scatter()` by ecomodeller in https://github.com/DHI/modelskill/pull/201
* Testable skill table by ecomodeller in https://github.com/DHI/modelskill/pull/202
* Deprecate filtering in skill, score, scatter by ecomodeller in https://github.com/DHI/modelskill/pull/200
* Updated vision in docs by ecomodeller in https://github.com/DHI/modelskill/pull/210
* Kernel Density Estimation by ecomodeller in https://github.com/DHI/modelskill/pull/205
* Update aesthetics of skill table and scatter plot by stkistner in https://github.com/DHI/modelskill/pull/212
* Fixes in collaboration with ruff by ecomodeller in https://github.com/DHI/modelskill/pull/206
* Don't issue warnings with no arguments by ecomodeller in https://github.com/DHI/modelskill/pull/213
* Check `extract` method instead of type by ecomodeller in https://github.com/DHI/modelskill/pull/207
* move plot methods from Connector to root namespace by jsmariegaard in https://github.com/DHI/modelskill/pull/187
* Added skill table with subset metrics by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/216
* custom metrics as series by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/215
* Added_z_comparison by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/204
* Improved model to dataframe by jsmariegaard in https://github.com/DHI/modelskill/pull/222
* ComparerCollection deprecation warnings by jsmariegaard in https://github.com/DHI/modelskill/pull/225
* Fix add comparer track by jsmariegaard in https://github.com/DHI/modelskill/pull/224
* Update notebooks to new api by jsmariegaard in https://github.com/DHI/modelskill/pull/218
* Extract ComparerPlotter from Comparer & Comparison module in subfolder by ecomodeller in https://github.com/DHI/modelskill/pull/214
* Source dist without notebooks and tests by ecomodeller in https://github.com/DHI/modelskill/pull/228
* Boxplot by jsmariegaard in https://github.com/DHI/modelskill/pull/229
* devcontainer initial setup by PaulDanielML in https://github.com/DHI/modelskill/pull/223
* custom metrics in skill table by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/230
* Q-Q plot for easy comparison across multiple models by jsmariegaard in https://github.com/DHI/modelskill/pull/231
* Scatter vs histo density normalization by stkistner in https://github.com/DHI/modelskill/pull/233
* Filtering in scatter is deprecated, not removed by ecomodeller in https://github.com/DHI/modelskill/pull/239
* fit_to_quantile legend by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/238
* Consistent skill plot methods by ecomodeller in https://github.com/DHI/modelskill/pull/232
* Documentation update by ecomodeller in https://github.com/DHI/modelskill/pull/237
* Keep user defined model name by ecomodeller in https://github.com/DHI/modelskill/pull/244
* new_metrics_validation_services by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/241
* moved Peak Ratio by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/246
* Wind/wave rose plot by ecomodeller in https://github.com/DHI/modelskill/pull/240
* Support aux data in from_matched() by jsmariegaard in https://github.com/DHI/modelskill/pull/248
* Add missing api docs by jsmariegaard in https://github.com/DHI/modelskill/pull/252
* Plots directional axis by jsmariegaard in https://github.com/DHI/modelskill/pull/247
* Fix type hints by ecomodeller in https://github.com/DHI/modelskill/pull/255
* Change from base class to protocol by ecomodeller in https://github.com/DHI/modelskill/pull/259
* Remove reporting functionality by ecomodeller in https://github.com/DHI/modelskill/pull/253
* Comparer.rename() by ecomodeller in https://github.com/DHI/modelskill/pull/254
* Fix type hints due to latest matplotlib by ecomodeller in https://github.com/DHI/modelskill/pull/264
* Persist raw model data by ecomodeller in https://github.com/DHI/modelskill/pull/261
* move from_matched and compare to new module by jsmariegaard in https://github.com/DHI/modelskill/pull/266
* Move plot methods to plotting package by rywm-dhi in https://github.com/DHI/modelskill/pull/263
* Pandas deprecations by ecomodeller in https://github.com/DHI/modelskill/pull/265
* Use xarray dataset as internal data container by jsmariegaard in https://github.com/DHI/modelskill/pull/262
* Fix loading named styles by ecomodeller in https://github.com/DHI/modelskill/pull/270
* Make plotting api more consistent by rywm-dhi in https://github.com/DHI/modelskill/pull/267
* Remove entrypoint by ecomodeller in https://github.com/DHI/modelskill/pull/276
* Change sum in groupby to avoid warning by jsmariegaard in https://github.com/DHI/modelskill/pull/273
* More work on internal data structures by jsmariegaard in https://github.com/DHI/modelskill/pull/269
* Slim AggregatedSkill by ecomodeller in https://github.com/DHI/modelskill/pull/260
* Rename and improve notebooks by jsmariegaard in https://github.com/DHI/modelskill/pull/279
* Move config to separate module by jsmariegaard in https://github.com/DHI/modelskill/pull/280
* Update_bins by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/282
* Set quantity ASAP instead of mutating by ecomodeller in https://github.com/DHI/modelskill/pull/283
* Add a event-based example by rpalDHI in https://github.com/DHI/modelskill/pull/274
* Default number of bins in scatter plot --- too many defaults? by jsmariegaard in https://github.com/DHI/modelskill/pull/285
* Better matching and time interpolation by jsmariegaard in https://github.com/DHI/modelskill/pull/281
* Check kwargs valid by jsmariegaard in https://github.com/DHI/modelskill/pull/292
* Update Vision by jsmariegaard in https://github.com/DHI/modelskill/pull/295
* Observation attrs container by jsmariegaard in https://github.com/DHI/modelskill/pull/291
* Fix wind rose by ecomodeller in https://github.com/DHI/modelskill/pull/277
* Unit handling by ecomodeller in https://github.com/DHI/modelskill/pull/300
* Expose kwargs PR by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/299
* Allow aux items on observations and modelresults for advanced filtering by jsmariegaard in https://github.com/DHI/modelskill/pull/302
* Deprecate `Connector` by ecomodeller in https://github.com/DHI/modelskill/pull/307
* Time is not essential for skill assessment by ecomodeller in https://github.com/DHI/modelskill/pull/293
* Use Mkdocs as documentation engine instead of Sphinx by ecomodeller in https://github.com/DHI/modelskill/pull/303
* First water resource test case by jsmariegaard in https://github.com/DHI/modelskill/pull/249
* Fixed and improved hydrology notebook by jsmariegaard in https://github.com/DHI/modelskill/pull/316
* show slowest notebook timings by jsmariegaard in https://github.com/DHI/modelskill/pull/317
* Allow aux items in ModelResults by jsmariegaard in https://github.com/DHI/modelskill/pull/304
* Link to metrics page by ecomodeller in https://github.com/DHI/modelskill/pull/313
* Factory function(s) by ecomodeller in https://github.com/DHI/modelskill/pull/308
* Rename SpatialSkill to GriddedSkill by ecomodeller in https://github.com/DHI/modelskill/pull/315
* SkillTable is a collection of SkillArrays by jsmariegaard in https://github.com/DHI/modelskill/pull/309
* `ms.match` by ecomodeller in https://github.com/DHI/modelskill/pull/321
* Aux items must be unique by ecomodeller in https://github.com/DHI/modelskill/pull/318
* Remove markdown library by ecomodeller in https://github.com/DHI/modelskill/pull/314
* Use SkillTable to_dataframe() instead of df attribute by jsmariegaard in https://github.com/DHI/modelskill/pull/322
* Remove protocols module by ecomodeller in https://github.com/DHI/modelskill/pull/323
* Create ComparerCollection in init by ecomodeller in https://github.com/DHI/modelskill/pull/320
* Change categorical index to float by ecomodeller in https://github.com/DHI/modelskill/pull/325
* Circular metrics (again) by ecomodeller in https://github.com/DHI/modelskill/pull/284
* Further improvements to SkillTable and SkillArray by jsmariegaard in https://github.com/DHI/modelskill/pull/324
* Kde empty title by ecomodeller in https://github.com/DHI/modelskill/pull/306
* Updated_Peak_Ratio by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/333
* Observation factory function by jsmariegaard in https://github.com/DHI/modelskill/pull/328
* Improve item specification in from_matched by jsmariegaard in https://github.com/DHI/modelskill/pull/327
* Ensure Comparer / ComparerCollection consistency by ecomodeller in https://github.com/DHI/modelskill/pull/330
* No warnings by ecomodeller in https://github.com/DHI/modelskill/pull/334
* Model type hints by ecomodeller in https://github.com/DHI/modelskill/pull/332
* Hide mean_skill_points for now by ecomodeller in https://github.com/DHI/modelskill/pull/339
* remove_bias returns new Comparer by ecomodeller in https://github.com/DHI/modelskill/pull/338
* Skillgrid.sel by ecomodeller in https://github.com/DHI/modelskill/pull/340
* Scatter plot return multiple plots for multiple models by jsmariegaard in https://github.com/DHI/modelskill/pull/337
* Rename SkillGrid.field_names to metrics by jsmariegaard in https://github.com/DHI/modelskill/pull/344
* rename observation module to obs by jsmariegaard in https://github.com/DHI/modelskill/pull/343
* Index into mikeio.Dataset with int | str by ecomodeller in https://github.com/DHI/modelskill/pull/348
* Expand docs by jsmariegaard in https://github.com/DHI/modelskill/pull/319
* Preserve comparer order on save/load by ecomodeller in https://github.com/DHI/modelskill/pull/346
* Include x, y in SkillTable - alternative way by jsmariegaard in https://github.com/DHI/modelskill/pull/329
* Use unit.short_name for MIKEIO by ecomodeller in https://github.com/DHI/modelskill/pull/349
* Use observation weights in score by ecomodeller in https://github.com/DHI/modelskill/pull/342
* Remove start end properties by jsmariegaard in https://github.com/DHI/modelskill/pull/353
* Avoid mismatch by ecomodeller in https://github.com/DHI/modelskill/pull/350
* PR when no joint peaks by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/355
* Remove unused weight attr from tests by ecomodeller in https://github.com/DHI/modelskill/pull/357
* Slim public API; remove properties by jsmariegaard in https://github.com/DHI/modelskill/pull/354
* No metrics property on the comparer/collection by ecomodeller in https://github.com/DHI/modelskill/pull/356
* Improved mkdocs.yml settings by jsmariegaard in https://github.com/DHI/modelskill/pull/358
* Skill groupby dt by jsmariegaard in https://github.com/DHI/modelskill/pull/352
* Twek index / getting started pages by ecomodeller in https://github.com/DHI/modelskill/pull/360
* Fix skill table in multiple model scatter by ecomodeller in https://github.com/DHI/modelskill/pull/362
* Addition of Wastewater notebook example and dataset by ChrisGaszynski-DHI in https://github.com/DHI/modelskill/pull/336
* Fix random obs colors by jsmariegaard in https://github.com/DHI/modelskill/pull/367
* Rename variable to quantity by jsmariegaard in https://github.com/DHI/modelskill/pull/365
* skill_table also for plotting.scatter by ecomodeller in https://github.com/DHI/modelskill/pull/369
* from_config() return ComparerCollection by jsmariegaard in https://github.com/DHI/modelskill/pull/366
* Scatter consistent args by ecomodeller in https://github.com/DHI/modelskill/pull/370
* Rename enhanced by jsmariegaard in https://github.com/DHI/modelskill/pull/368
* Skill table in plotly scatter by ecomodeller in https://github.com/DHI/modelskill/pull/371
* Remove/deprecate more properties by jsmariegaard in https://github.com/DHI/modelskill/pull/373
* SkillTable in root namespace by jsmariegaard in https://github.com/DHI/modelskill/pull/372
* Skill groupby attrs by jsmariegaard in https://github.com/DHI/modelskill/pull/351
* Observation attrs by ecomodeller in https://github.com/DHI/modelskill/pull/375
* Refactor long_dataframe by ecomodeller in https://github.com/DHI/modelskill/pull/382
* Don't sort on groupby (e.g. in skill() method) by jsmariegaard in https://github.com/DHI/modelskill/pull/376
* mikeio.Dataset is no longer a mapping... by jsmariegaard in https://github.com/DHI/modelskill/pull/385
* Long-dataframe with time column by ecomodeller in https://github.com/DHI/modelskill/pull/384
* Comparer attrs property by jsmariegaard in https://github.com/DHI/modelskill/pull/387
* DummyModelResult by ecomodeller in https://github.com/DHI/modelskill/pull/380
* Spatial interp method by jsmariegaard in https://github.com/DHI/modelskill/pull/383
* DummyModelResult notebook example by ecomodeller in https://github.com/DHI/modelskill/pull/389
* Refactor _parse_group_by by ecomodeller in https://github.com/DHI/modelskill/pull/392
* Delegate less attributes by ecomodeller in https://github.com/DHI/modelskill/pull/391
* Scatter - skill table default format by ecomodeller in https://github.com/DHI/modelskill/pull/398
* Type hints Comparer by ecomodeller in https://github.com/DHI/modelskill/pull/394
* Skill + Skillgrid type hints by ecomodeller in https://github.com/DHI/modelskill/pull/393
* Support for 3d via xarray (NetCDF etc) by ecomodeller in https://github.com/DHI/modelskill/pull/401
* Support for Dfsu3d by ecomodeller in https://github.com/DHI/modelskill/pull/396
* Move _remove_model_gaps to PointModelResult by ecomodeller in https://github.com/DHI/modelskill/pull/399
* Prepare for NumPy 2 by ecomodeller in https://github.com/DHI/modelskill/pull/407
* Integration test peak ratio by ecomodeller in https://github.com/DHI/modelskill/pull/405
* Forward get_attr to SkillTable constructor by jsmariegaard in https://github.com/DHI/modelskill/pull/400
* Docs landing page by ecomodeller in https://github.com/DHI/modelskill/pull/412
* Accept custom metric funs without registering them by ecomodeller in https://github.com/DHI/modelskill/pull/406
* Fix SkillTable style by ecomodeller in https://github.com/DHI/modelskill/pull/409
* No need to use deprecated .ravel() by ecomodeller in https://github.com/DHI/modelskill/pull/410
* Use coordinates from NetCDF file (Point data) by ecomodeller in https://github.com/DHI/modelskill/pull/402
* Refactor DfsuModelResult by ecomodeller in https://github.com/DHI/modelskill/pull/415
* Test compatability with older versions by ecomodeller in https://github.com/DHI/modelskill/pull/414
* Inline `_interp_time` to avoid confusion by ecomodeller in https://github.com/DHI/modelskill/pull/417
* Obs DRY by ecomodeller in https://github.com/DHI/modelskill/pull/418
* Don't show hist/density/qq if n_points is too low by ecomodeller in https://github.com/DHI/modelskill/pull/397
* Docs improvements including user guide by jsmariegaard in https://github.com/DHI/modelskill/pull/363
* `from_matched_data` for track data by ecomodeller in https://github.com/DHI/modelskill/pull/420
* Useful repr(s) by ecomodeller in https://github.com/DHI/modelskill/pull/378
* Prevent double plots of taylor diagrams by rywm-dhi in https://github.com/DHI/modelskill/pull/422
* Use deepcopy by ecomodeller in https://github.com/DHI/modelskill/pull/424

New Contributors
* PaulDanielML made their first contribution in https://github.com/DHI/modelskill/pull/170
* clemenscremer made their first contribution in https://github.com/DHI/modelskill/pull/197
* stkistner made their first contribution in https://github.com/DHI/modelskill/pull/212
* rywm-dhi made their first contribution in https://github.com/DHI/modelskill/pull/263
* rpalDHI made their first contribution in https://github.com/DHI/modelskill/pull/274
* ChrisGaszynski-DHI made their first contribution in https://github.com/DHI/modelskill/pull/336

**Full Changelog**: https://github.com/DHI/modelskill/compare/v0.8.0...v1.0.0

1.0b2

What's Changed
* Fix skill table in multiple model scatter by ecomodeller in https://github.com/DHI/modelskill/pull/362
* Addition of Wastewater notebook example and dataset by ChrisGaszynski-DHI in https://github.com/DHI/modelskill/pull/336
* Fix random obs colors by jsmariegaard in https://github.com/DHI/modelskill/pull/367
* Rename variable to quantity by jsmariegaard in https://github.com/DHI/modelskill/pull/365
* skill_table also for plotting.scatter by ecomodeller in https://github.com/DHI/modelskill/pull/369
* from_config() return ComparerCollection by jsmariegaard in https://github.com/DHI/modelskill/pull/366
* Scatter consistent args by ecomodeller in https://github.com/DHI/modelskill/pull/370
* Rename enhanced by jsmariegaard in https://github.com/DHI/modelskill/pull/368
* Skill table in plotly scatter by ecomodeller in https://github.com/DHI/modelskill/pull/371
* Remove/deprecate more properties by jsmariegaard in https://github.com/DHI/modelskill/pull/373
* SkillTable in root namespace by jsmariegaard in https://github.com/DHI/modelskill/pull/372
* Skill groupby attrs by jsmariegaard in https://github.com/DHI/modelskill/pull/351
* Observation attrs by ecomodeller in https://github.com/DHI/modelskill/pull/375
* Refactor long_dataframe by ecomodeller in https://github.com/DHI/modelskill/pull/382
* Don't sort on groupby (e.g. in skill() method) by jsmariegaard in https://github.com/DHI/modelskill/pull/376
* mikeio.Dataset is no longer a mapping... by jsmariegaard in https://github.com/DHI/modelskill/pull/385
* Long-dataframe with time column by ecomodeller in https://github.com/DHI/modelskill/pull/384
* Comparer attrs property by jsmariegaard in https://github.com/DHI/modelskill/pull/387
* DummyModelResult by ecomodeller in https://github.com/DHI/modelskill/pull/380
* Spatial interp method by jsmariegaard in https://github.com/DHI/modelskill/pull/383

New Contributors
* ChrisGaszynski-DHI made their first contribution in https://github.com/DHI/modelskill/pull/336

**Full Changelog**: https://github.com/DHI/modelskill/compare/v1.0b1...v1.0b2

1.0b1

What's Changed
* Rename SkillGrid.field_names to metrics by jsmariegaard in https://github.com/DHI/modelskill/pull/344
* rename observation module to obs by jsmariegaard in https://github.com/DHI/modelskill/pull/343
* Index into mikeio.Dataset with int | str by ecomodeller in https://github.com/DHI/modelskill/pull/348
* Expand docs by jsmariegaard in https://github.com/DHI/modelskill/pull/319
* Preserve comparer order on save/load by ecomodeller in https://github.com/DHI/modelskill/pull/346
* Include x, y in SkillTable - alternative way by jsmariegaard in https://github.com/DHI/modelskill/pull/329
* Use unit.short_name for MIKEIO by ecomodeller in https://github.com/DHI/modelskill/pull/349
* Use observation weights in score by ecomodeller in https://github.com/DHI/modelskill/pull/342
* Remove start end properties by jsmariegaard in https://github.com/DHI/modelskill/pull/353
* Avoid mismatch by ecomodeller in https://github.com/DHI/modelskill/pull/350
* PR when no joint peaks by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/355
* Remove unused weight attr from tests by ecomodeller in https://github.com/DHI/modelskill/pull/357
* Slim public API; remove properties by jsmariegaard in https://github.com/DHI/modelskill/pull/354
* No metrics property on the comparer/collection by ecomodeller in https://github.com/DHI/modelskill/pull/356
* Improved mkdocs.yml settings by jsmariegaard in https://github.com/DHI/modelskill/pull/358
* Skill groupby dt by jsmariegaard in https://github.com/DHI/modelskill/pull/352
* Twek index / getting started pages by ecomodeller in https://github.com/DHI/modelskill/pull/360


**Full Changelog**: https://github.com/DHI/modelskill/compare/v1.0b0...v1.0b1

1.0b0

What's Changed
* Make plotting api more consistent by rywm-dhi in https://github.com/DHI/modelskill/pull/267
* Remove entrypoint by ecomodeller in https://github.com/DHI/modelskill/pull/276
* Change sum in groupby to avoid warning by jsmariegaard in https://github.com/DHI/modelskill/pull/273
* More work on internal data structures by jsmariegaard in https://github.com/DHI/modelskill/pull/269
* Slim AggregatedSkill by ecomodeller in https://github.com/DHI/modelskill/pull/260
* Rename and improve notebooks by jsmariegaard in https://github.com/DHI/modelskill/pull/279
* Move config to separate module by jsmariegaard in https://github.com/DHI/modelskill/pull/280
* Update_bins by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/282
* Set quantity ASAP instead of mutating by ecomodeller in https://github.com/DHI/modelskill/pull/283
* Add a event-based example by rpalDHI in https://github.com/DHI/modelskill/pull/274
* Default number of bins in scatter plot --- too many defaults? by jsmariegaard in https://github.com/DHI/modelskill/pull/285
* Better matching and time interpolation by jsmariegaard in https://github.com/DHI/modelskill/pull/281
* Check kwargs valid by jsmariegaard in https://github.com/DHI/modelskill/pull/292
* Update Vision by jsmariegaard in https://github.com/DHI/modelskill/pull/295
* Observation attrs container by jsmariegaard in https://github.com/DHI/modelskill/pull/291
* Fix wind rose by ecomodeller in https://github.com/DHI/modelskill/pull/277
* Unit handling by ecomodeller in https://github.com/DHI/modelskill/pull/300
* Expose kwargs PR by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/299
* Allow aux items on observations and modelresults for advanced filtering by jsmariegaard in https://github.com/DHI/modelskill/pull/302
* Deprecate `Connector` by ecomodeller in https://github.com/DHI/modelskill/pull/307
* Time is not essential for skill assessment by ecomodeller in https://github.com/DHI/modelskill/pull/293
* Use Mkdocs as documentation engine instead of Sphinx by ecomodeller in https://github.com/DHI/modelskill/pull/303
* First water resource test case by jsmariegaard in https://github.com/DHI/modelskill/pull/249
* Fixed and improved hydrology notebook by jsmariegaard in https://github.com/DHI/modelskill/pull/316
* show slowest notebook timings by jsmariegaard in https://github.com/DHI/modelskill/pull/317
* Allow aux items in ModelResults by jsmariegaard in https://github.com/DHI/modelskill/pull/304
* Link to metrics page by ecomodeller in https://github.com/DHI/modelskill/pull/313
* Factory function(s) by ecomodeller in https://github.com/DHI/modelskill/pull/308
* Rename SpatialSkill to GriddedSkill by ecomodeller in https://github.com/DHI/modelskill/pull/315
* SkillTable is a collection of SkillArrays by jsmariegaard in https://github.com/DHI/modelskill/pull/309
* `ms.match` by ecomodeller in https://github.com/DHI/modelskill/pull/321
* Aux items must be unique by ecomodeller in https://github.com/DHI/modelskill/pull/318
* Remove markdown library by ecomodeller in https://github.com/DHI/modelskill/pull/314
* Use SkillTable to_dataframe() instead of df attribute by jsmariegaard in https://github.com/DHI/modelskill/pull/322
* Remove protocols module by ecomodeller in https://github.com/DHI/modelskill/pull/323
* Create ComparerCollection in init by ecomodeller in https://github.com/DHI/modelskill/pull/320
* Change categorical index to float by ecomodeller in https://github.com/DHI/modelskill/pull/325
* Circular metrics (again) by ecomodeller in https://github.com/DHI/modelskill/pull/284
* Further improvements to SkillTable and SkillArray by jsmariegaard in https://github.com/DHI/modelskill/pull/324
* Kde empty title by ecomodeller in https://github.com/DHI/modelskill/pull/306
* Updated_Peak_Ratio by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/333
* Observation factory function by jsmariegaard in https://github.com/DHI/modelskill/pull/328
* Improve item specification in from_matched by jsmariegaard in https://github.com/DHI/modelskill/pull/327
* Ensure Comparer / ComparerCollection consistency by ecomodeller in https://github.com/DHI/modelskill/pull/330
* No warnings by ecomodeller in https://github.com/DHI/modelskill/pull/334
* Model type hints by ecomodeller in https://github.com/DHI/modelskill/pull/332
* Hide mean_skill_points for now by ecomodeller in https://github.com/DHI/modelskill/pull/339
* remove_bias returns new Comparer by ecomodeller in https://github.com/DHI/modelskill/pull/338
* Skillgrid.sel by ecomodeller in https://github.com/DHI/modelskill/pull/340
* Scatter plot return multiple plots for multiple models by jsmariegaard in https://github.com/DHI/modelskill/pull/337

New Contributors
* rpalDHI made their first contribution in https://github.com/DHI/modelskill/pull/274

**Full Changelog**: https://github.com/DHI/modelskill/compare/v1.0.a2...v1.0b0

1.0.a2

Many changes, but we are not 100% certain about all details of the public API.

What's Changed
* Source dist without notebooks and tests by ecomodeller in https://github.com/DHI/modelskill/pull/228
* Boxplot by jsmariegaard in https://github.com/DHI/modelskill/pull/229
* devcontainer initial setup by PaulDanielML in https://github.com/DHI/modelskill/pull/223
* custom metrics in skill table by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/230
* Q-Q plot for easy comparison across multiple models by jsmariegaard in https://github.com/DHI/modelskill/pull/231
* Scatter vs histo density normalization by stkistner in https://github.com/DHI/modelskill/pull/233
* Filtering in scatter is deprecated, not removed by ecomodeller in https://github.com/DHI/modelskill/pull/239
* fit_to_quantile legend by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/238
* Consistent skill plot methods by ecomodeller in https://github.com/DHI/modelskill/pull/232
* Documentation update by ecomodeller in https://github.com/DHI/modelskill/pull/237
* Keep user defined model name by ecomodeller in https://github.com/DHI/modelskill/pull/244
* new_metrics_validation_services by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/241
* moved Peak Ratio by daniel-caichac-DHI in https://github.com/DHI/modelskill/pull/246
* Wind/wave rose plot by ecomodeller in https://github.com/DHI/modelskill/pull/240
* Support aux data in from_matched() by jsmariegaard in https://github.com/DHI/modelskill/pull/248
* Add missing api docs by jsmariegaard in https://github.com/DHI/modelskill/pull/252
* Plots directional axis by jsmariegaard in https://github.com/DHI/modelskill/pull/247
* Fix type hints by ecomodeller in https://github.com/DHI/modelskill/pull/255
* Change from base class to protocol by ecomodeller in https://github.com/DHI/modelskill/pull/259
* Remove reporting functionality by ecomodeller in https://github.com/DHI/modelskill/pull/253
* Comparer.rename() by ecomodeller in https://github.com/DHI/modelskill/pull/254
* Fix type hints due to latest matplotlib by ecomodeller in https://github.com/DHI/modelskill/pull/264
* Persist raw model data by ecomodeller in https://github.com/DHI/modelskill/pull/261
* move from_matched and compare to new module by jsmariegaard in https://github.com/DHI/modelskill/pull/266
* Move plot methods to plotting package by rywm-dhi in https://github.com/DHI/modelskill/pull/263
* Pandas deprecations by ecomodeller in https://github.com/DHI/modelskill/pull/265
* Use xarray dataset as internal data container by jsmariegaard in https://github.com/DHI/modelskill/pull/262
* Fix loading named styles by ecomodeller in https://github.com/DHI/modelskill/pull/270

New Contributors
* rywm-dhi made their first contribution in https://github.com/DHI/modelskill/pull/263

**Full Changelog**: https://github.com/DHI/modelskill/compare/v1.0.a1...v1.0.a2

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