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update changelog for v.0.4.0 changes (#73)
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Co-authored-by: aloctavodia <[email protected]>
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<a id="v.0.4.0"></a>
# [v.0.4.0](https://github.com/arviz-devs/arviz-stats/releases/tag/v.0.4.0) - 2025-03-05

## What's Changed
* move in power_scale_dataset from arviz-plots by [@aloctavodia](https://github.com/aloctavodia) in [#38](https://github.com/arviz-devs/arviz-stats/pull/38)
* Use datatree from xarray by [@OriolAbril](https://github.com/OriolAbril) in [#35](https://github.com/arviz-devs/arviz-stats/pull/35)
* Update pyproject.toml by [@OriolAbril](https://github.com/OriolAbril) in [#42](https://github.com/arviz-devs/arviz-stats/pull/42)
* Add functions by [@aloctavodia](https://github.com/aloctavodia) in [#39](https://github.com/arviz-devs/arviz-stats/pull/39)
* Add Rhat and MCSE functions by [@aloctavodia](https://github.com/aloctavodia) in [#47](https://github.com/arviz-devs/arviz-stats/pull/47)
* fix docstring mcse by [@aloctavodia](https://github.com/aloctavodia) in [#49](https://github.com/arviz-devs/arviz-stats/pull/49)
* Add thin function by [@aloctavodia](https://github.com/aloctavodia) in [#48](https://github.com/arviz-devs/arviz-stats/pull/48)
* Add separated prior and likelihood groups by [@aloctavodia](https://github.com/aloctavodia) in [#53](https://github.com/arviz-devs/arviz-stats/pull/53)
* Priorsense functions: allow inferencedata as input by [@aloctavodia](https://github.com/aloctavodia) in [#54](https://github.com/arviz-devs/arviz-stats/pull/54)
* Add bayes_factor function by [@PiyushPanwarFST](https://github.com/PiyushPanwarFST) in [#52](https://github.com/arviz-devs/arviz-stats/pull/52)
* Add summary function by [@aloctavodia](https://github.com/aloctavodia) in [#51](https://github.com/arviz-devs/arviz-stats/pull/51)
* Add isotonic regression fit by [@aloctavodia](https://github.com/aloctavodia) in [#58](https://github.com/arviz-devs/arviz-stats/pull/58)
* isotonic_ fit, work on datatrees by [@aloctavodia](https://github.com/aloctavodia) in [#60](https://github.com/arviz-devs/arviz-stats/pull/60)
* psense: Enhance citations and references to external information sources. by [@aloctavodia](https://github.com/aloctavodia) in [#57](https://github.com/arviz-devs/arviz-stats/pull/57)
* utils functions for rootogram by [@aloctavodia](https://github.com/aloctavodia) in [#61](https://github.com/arviz-devs/arviz-stats/pull/61)
* change var_names argument to data_pairs for isotonic fit by [@aloctavodia](https://github.com/aloctavodia) in [#64](https://github.com/arviz-devs/arviz-stats/pull/64)
* Add autocorr accessor to _BaseAccessor class by [@suhaani-agarwal](https://github.com/suhaani-agarwal) in [#65](https://github.com/arviz-devs/arviz-stats/pull/65)
* Ensure we preserve number of observations by [@aloctavodia](https://github.com/aloctavodia) in [#66](https://github.com/arviz-devs/arviz-stats/pull/66)
* Add upper bound sphinx by [@aloctavodia](https://github.com/aloctavodia) in [#67](https://github.com/arviz-devs/arviz-stats/pull/67)
* Add functions for ecdf_pit and simultaneuous confidence bands computations by [@aloctavodia](https://github.com/aloctavodia) in [#69](https://github.com/arviz-devs/arviz-stats/pull/69)
* Automatic changelog and bump version by [@aloctavodia](https://github.com/aloctavodia) in [#70](https://github.com/arviz-devs/arviz-stats/pull/70)
* update dependencies for release by [@aloctavodia](https://github.com/aloctavodia) in [#72](https://github.com/arviz-devs/arviz-stats/pull/72)

## New Contributors
* [@PiyushPanwarFST](https://github.com/PiyushPanwarFST) made their first contribution in [#52](https://github.com/arviz-devs/arviz-stats/pull/52)
* [@suhaani-agarwal](https://github.com/suhaani-agarwal) made their first contribution in [#65](https://github.com/arviz-devs/arviz-stats/pull/65)

**Full Changelog**: https://github.com/arviz-devs/arviz-stats/compare/v0.3.0...v.0.4.0

[Changes][v.0.4.0]


[v.0.4.0]: https://github.com/arviz-devs/arviz-stats/tree/v.0.4.0

<!-- Generated by https://github.com/rhysd/changelog-from-release v3.9.0 -->

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