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Release 2.6.0 (#459)
Release PR for 2.6.0 * changelog * version bump
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README.md

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<a href="https://skpro.readthedocs.io/en/latest"><img src="https://github.com/sktime/skpro/blob/main/docs/source/images/skpro-banner.png" width="500" align="right" /></a>
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:rocket: **Version 2.5.1 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
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:rocket: **Version 2.6.0 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
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`skpro` is a library for supervised probabilistic prediction in python.
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It provides `scikit-learn`-like, `scikit-base` compatible interfaces to:

docs/source/_static/switcher.json

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"url": "https://skpro.readthedocs.io/en/latest/"
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},
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{
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"name": "2.5.1 (stable)",
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"name": "2.6.0 (stable)",
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"version": "stable",
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"url": "https://skpro.readthedocs.io/en/v2.6.0/"
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},
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{
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"name": "2.5.1",
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"version": "stable",
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"url": "https://skpro.readthedocs.io/en/v2.5.1/"
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},

docs/source/changelog.rst

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`issue tracker <https://github.com/sktime/skpro/issues>`_.
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[2.6.0] - 2024-09-08
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====================
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Maintenance release with scheduled deprecations and updates.
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Dependency changes
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~~~~~~~~~~~~~~~~~~
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* ``numpy`` bounds have been updated to ``>=1.21.0,<2.2``.
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* ``scikit-base`` bounds have been updated to ``>=0.6.1,<0.10.0``.
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Enhancements
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~~~~~~~~~~~~
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* [ENH] refactor ``datatypes`` mtypes - checkers, converters (:pr:`392`) :user:`fkiraly`
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* [ENH] refactor ``datatypes`` mtypes - example fixtures (:pr:`458`) :user:`fkiraly`
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Maintenance
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~~~~~~~~~~~
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* [MNT] [Dependabot](deps): Update ``scikit-base`` requirement from ``<0.9.0,>=0.6.1`` to ``>=0.6.1,<0.10.0`` (:pr:`454`) :user:`dependabot[bot]`
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* [MNT] [Dependabot](deps): Update ``numpy`` requirement from ``<2.1,>=1.21.0`` to ``>=1.21.0,<2.2`` (:pr:`453`) :user:`dependabot[bot]`
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[2.5.1] - 2024-09-07
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====================
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pyproject.toml

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[project]
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name = "skpro"
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version = "2.5.1"
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version = "2.6.0"
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description = "A unified framework for probability distributions and probabilistic supervised regression"
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authors = [
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{name = "skpro developers", email = "[email protected]"},

skpro/__init__.py

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"""skpro."""
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__version__ = "2.5.1"
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__version__ = "2.6.0"
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__all__ = ["show_versions"]
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skpro/base/_base.py

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py39_or_higher = SpecifierSet(">=3.9")
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sys_version = sys.version.split(" ")[0]
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# todo 2.6.0 - check whether python 3.8 eol is reached.
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# todo 2.7.0 - check whether python 3.8 eol is reached.
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# If yes, remove this msg.
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if sys_version not in py39_or_higher:
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warn(

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