Model-diagnostics

This is a bugfix release.

What's Changed
* FIX polars 0.20 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/130
* DOC fix typo in identification_function docstring by m-maggi in https://github.com/lorentzenchr/model-diagnostics/pull/129
* REL increase to version 1.0.4 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/131


**Full Changelog**: https://github.com/lorentzenchr/model-diagnostics/compare/v1.0.3...v1.0.4

This is a bugfix release.

Highlights
* New example for classification 121

What's Changed
* MNT emoji extension of mkdoc material by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/122
* FIX polars 0.19.14 deprecation warnings by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/123
* DOC add classification example by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/121
* FIX correct functional as labels in plot_reliability_diagram by m-maggi in https://github.com/lorentzenchr/model-diagnostics/pull/125
* DOC fix text on null hypothesis in quantile example by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/126
* REL increase to version 1.0.3 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/127

New Contributors
* m-maggi made their first contribution in https://github.com/lorentzenchr/model-diagnostics/pull/125

**Full Changelog**: https://github.com/lorentzenchr/model-diagnostics/compare/v1.0.2...v1.0.3

This is a bugfix release that increases the minimum polars version to 0.17.15.

What's Changed
* DOC update dev doc by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/106
* FIX raise informed error in decompose when recalibrated out of range by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/111
* CI always run better hatch env test matrix by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/112
* MNT increase minimum polars to 0.17.15 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/114
* FIX boolean mask in numpy array by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/115
* TST add skip mechanism when pandas or pyarrow are not installed by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/116
* MNT move test helpers to _utils.test_helper by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/117
* FIX score decomposition when recalibrated outside range of y_pred by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/118
* REL increase to version 1.0.2 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/119


**Full Changelog**: https://github.com/lorentzenchr/model-diagnostics/compare/v1.0.1...v1.0.2

Highlights
* Support for polars version 0.19.0 that introduced some breaking changes and several deprecation warnings.

What's Changed
* DOC add t-test for score difference in quantile example by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/96
* CI rename ci to deploy_docs and set workflow_dispatch trigger by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/97
* CI add 2nd monthly run of test matrix by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/100
* FIX deprecation warnings of polars 0.19 groupby and replace by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/101
* FIX edge case in decompose for constant y by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/102
* FIX isotonic_regression with median by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/103
* ENH improve y_obs and marginal in decompose by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/104
* REL increase to version 1.0.1 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/105


**Full Changelog**: https://github.com/lorentzenchr/model-diagnostics/compare/v1.0.0...v1.0.1

Highlights
- Isotonic regression for all expectiles and quantiles enable reliability diagrams for those functionals and the score decomposition for all scoring functions that are consistent for them, e.g. for the pinball loss.
- New example on quantile regression
- The function `decompose` can now deal with multiple predictions at once, similar to `compute_bias`.

What's Changed
* DOC exclude test directories in gen_reg_pages.py by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/68
* MNT update to polars 0.17.2 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/73
* MNT update mkdocs-material 9.1 and mkdocs-jupyter 0.24 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/70
* ENH add generalized PAVA for isotonic regression by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/74
* ENH add IsotonicRegression class by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/78
* ENH add quantile to reliability diagram by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/79
* ENH add quantiles and expectile to scoring.decompose by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/81
* MNT update gitignore excluding some ipynb by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/82
* MNT update dependencies by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/83
* CI add monthly run of test matrix by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/84
* MNT deploy docs on release instread of on push by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/85
* MNT increase mypy to version 1.4 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/86
* ENH add confidence_level to plot_bias by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/87
* ENH support multiple y_pred models in scoring.decompose by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/88
* DOC add quantile regression example by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/91
* DOC extend readme and index by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/93
* REL increase to version 1.0.0rc0 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/92
* DOC update index, readme and quantile regression example by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/94
* REL increase to version 1.0.0 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/95


**Full Changelog**: https://github.com/lorentzenchr/model-diagnostics/compare/v0.2.0...v1.0.0

What's Changed
* DOC exclude test directories in gen_reg_pages.py by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/68
* MNT update to polars 0.17.2 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/73
* MNT update mkdocs-material 9.1 and mkdocs-jupyter 0.24 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/70
* ENH add generalized PAVA for isotonic regression by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/74
* ENH add IsotonicRegression class by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/78
* ENH add quantile to reliability diagram by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/79
* ENH add quantiles and expectile to scoring.decompose by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/81
* MNT update gitignore excluding some ipynb by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/82
* MNT update dependencies by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/83
* CI add monthly run of test matrix by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/84
* MNT deploy docs on release instread of on push by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/85
* MNT increase mypy to version 1.4 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/86
* ENH add confidence_level to plot_bias by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/87
* ENH support multiple y_pred models in scoring.decompose by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/88
* DOC add quantile regression example by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/91
* DOC extend readme and index by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/93
* REL increase to version 1.0.0rc0 by lorentzenchr in https://github.com/lorentzenchr/model-diagnostics/pull/92


**Full Changelog**: https://github.com/lorentzenchr/model-diagnostics/compare/v0.2.0...v1.0.0rc0