Release 2.1.2 (#173)

Release PR for 2.1.2

* changelog
* version bump
* added download tracker on landing page

README.md

@@ -1,6 +1,6 @@
 <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>
 
-:rocket: **Version 2.1.1 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
+:rocket: **Version 2.1.2 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
 
 `skpro` is a library for supervised probabilistic prediction in python.
 It provides `scikit-learn`-like, `scikit-base` compatible interfaces to:
@@ -18,7 +18,7 @@ It provides `scikit-learn`-like, `scikit-base` compatible interfaces to:
 | **Community** | [![!discord](https://img.shields.io/static/v1?logo=discord&label=discord&message=chat&color=lightgreen)](https://discord.com/invite/54ACzaFsn7) [![!slack](https://img.shields.io/static/v1?logo=linkedin&label=LinkedIn&message=news&color=lightblue)](https://www.linkedin.com/company/scikit-time/) |
 | **CI/CD** | [![github-actions](https://img.shields.io/github/actions/workflow/status/sktime/sktime/wheels.yml?logo=github)](https://github.com/sktime/skpro/actions/workflows/wheels.yml) [![!codecov](https://img.shields.io/codecov/c/github/sktime/skpro?label=codecov&logo=codecov)](https://codecov.io/gh/sktime/skpro) [![readthedocs](https://img.shields.io/readthedocs/skpro?logo=readthedocs)](https://skpro.readthedocs.io/en/latest/) [![platform](https://img.shields.io/conda/pn/conda-forge/skpro)](https://github.com/sktime/skpro) |
 | **Code** |  [![!pypi](https://img.shields.io/pypi/v/skpro?color=orange)](https://pypi.org/project/skpro/) [![!conda](https://img.shields.io/conda/vn/conda-forge/skpro)](https://anaconda.org/conda-forge/skpro) [![!python-versions](https://img.shields.io/pypi/pyversions/skpro)](https://www.python.org/) [![!black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) |
-
+| **Downloads**| [![Downloads](https://static.pepy.tech/personalized-badge/skpro?period=week&units=international_system&left_color=grey&right_color=blue&left_text=weekly%20(pypi))](https://pepy.tech/project/skpro) [![Downloads](https://static.pepy.tech/personalized-badge/skpro?period=month&units=international_system&left_color=grey&right_color=blue&left_text=monthly%20(pypi))](https://pepy.tech/project/skpro) [![Downloads](https://static.pepy.tech/personalized-badge/skpro?period=total&units=international_system&left_color=grey&right_color=blue&left_text=cumulative%20(pypi))](https://pepy.tech/project/skpro) |
 
 ## :books: Documentation
 

docs/source/_static/switcher.json

@@ -5,7 +5,12 @@
     "url": "https://skpro.readthedocs.io/en/latest/"
   },
   {
-    "name": "2.1.1 (stable)",
+    "name": "2.1.2 (stable)",
+    "version": "stable",
+    "url": "https://skpro.readthedocs.io/en/v2.1.2/"
+  },
+  {
+    "name": "2.1.1",
     "version": "stable",
     "url": "https://skpro.readthedocs.io/en/v2.1.1/"
   },

docs/source/changelog.rst

@@ -14,6 +14,76 @@ You can also subscribe to ``skpro``'s
 
 For planned changes and upcoming releases, see our :ref:`roadmap`.
 
+[2.1.2] - 2023-01-07
+====================
+
+Highlights
+----------
+
+* ``sklearn`` based probabilistic regressors - Gaussian processes, Bayesian linear regression (:pr:`166`) :user:`fkiraly`
+* ``SklearnProbaReg`` - general interface adapter to ``sklearn`` regressors with variance prediction model (:pr:`163`) :user:`fkiraly`
+
+Dependency changes
+~~~~~~~~~~~~~~~~~~
+
+* ``scikit-base`` bounds have been updated to ``<0.8.0,>=0.6.1``.
+* ``polars`` (data container soft dependency) bounds have been updated to allow python 3.12.
+
+Enhancements
+------------
+
+Data types, checks, conversions
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [ENH] ``n_features`` and ``feature_names`` metadata field for table mtypes (:pr:`150`) :user:`fkiraly`
+* [ENH] ``check_is_mtype`` dict type return, improved input check error messages in ``BaseRegressorProba`` (:pr:`151`) :user:`fkiraly`
+
+Probability distributions
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [ENH] adapter from ``scipy`` ``rv_discrete`` to ``skpro`` ``Empirical`` (:pr:`155`) :user:`fkiraly`
+
+Probabilistic regression
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [ENH] ``sklearn`` wrappers to str-coerce columns of ``pd.DataFrame`` before passing by @fkiraly in https://github.com/sktime/skpro/pull/148
+* [ENH] clean up copy-paste leftovers in ``BaseProbaRegressor`` by @fkiraly in https://github.com/sktime/skpro/pull/156
+* [ENH] adapter for ``sklearn`` probabilistic regressors (:pr:`163`) :user:`fkiraly`
+* [ENH] add tags to ``SklearnProbaReg`` (:pr:`168`) :user:`fkiraly`
+* [ENH] interfacing all concrete ``sklearn`` probabilistic regressors (:pr:`166`) :user:`fkiraly`
+
+Test framework
+~~~~~~~~~~~~~~
+
+* [ENH] scenario tests for mixed ``pandas`` column index types (:pr:`145`) :user:`fkiraly`
+* [ENH] scitype inference utility, test class register, test class test condition (:pr:`159`) :user:`fkiraly`
+
+Fixes
+-----
+
+Probabilistic regression
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [BUG] in probabilistic regressors, ensure correct index treatment if ``X: pd.DataFrame`` and ``y: np.ndarray`` are passed (:pr:`146`) :user:`fkiraly`
+
+Documentation
+-------------
+
+* [DOC] update ``AUTHORS.rst`` file (:pr:`147`) :user:`fkiraly`
+
+Maintenance
+-----------
+
+* [MNT] [Dependabot](deps): Bump ``actions/upload-artifact`` from 3 to 4 (:pr:`154`) :user:`dependabot`
+* [MNT] [Dependabot](deps): Bump ``actions/download-artifact`` from 3 to 4 (:pr:`153`) :user:`dependabot`
+* [MNT] [Dependabot](deps): Bump ``actions/setup-python`` from 4 to 5 (:pr:`152`) :user:`dependabot`
+* [MNT] [Dependabot](deps-dev): Update ``sphinx-gallery`` requirement from ``<0.15.0`` to ``<0.16.0`` (:pr:`149`) :user:`dependabot`
+* [MNT] [Dependabot](deps-dev): Update ``scikit-base`` requirement from ``<0.7.0,>=0.6.1`` to ``>=0.6.1,<0.8.0`` (:pr:`169`) :user:`dependabot`
+* [MNT] adding ``codecov.yml`` and turning coverage reports informational (:pr:`165`) :user:`fkiraly`
+* [MNT] handle deprecation of ``pandas.DataFrame.applymap`` (:pr:`170`) :user:`fkiraly`
+* [MNT] handle ``polars`` deprecations (:pr:`171`) :user:`fkiraly`
+
+
 [2.1.1] - 2023-11-02
 ====================
 

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "skpro"
-version = "2.1.1"
+version = "2.1.2"
 description = "A unified framework for probability distributions and probabilistic supervised regression"
 authors = [
     {name = "skpro developers", email = "[email protected]"},

skpro/__init__.py

@@ -1,6 +1,6 @@
 """skpro."""
 
-__version__ = "2.1.1"
+__version__ = "2.1.2"
 
 __all__ = ["show_versions"]