update README.rst with a badge table, typo fixes

Author: Zeitsperre

README.rst

@@ -1,32 +1,15 @@
 xskillscore: Metrics for verifying forecasts
 ============================================
 
-.. image:: https://github.com/xarray-contrib/xskillscore/actions/workflows/xskillscore_testing.yml/badge.svg
-   :target: https://github.com/xarray-contrib/xskillscore/actions/workflows/xskillscore_testing.yml
-
-.. image:: https://github.com/xarray-contrib/xskillscore/actions/workflows/upstream-dev-ci.yml/badge.svg
-   :target: https://github.com/xarray-contrib/xskillscore/actions/workflows/upstream-dev-ci.yml
-
-.. image:: https://results.pre-commit.ci/badge/github/xarray-contrib/xskillscore/main.svg
-   :target: https://results.pre-commit.ci/latest/github/xarray-contrib/xskillscore/main
-
-.. image:: https://img.shields.io/pypi/v/xskillscore.svg
-   :target: https://pypi.python.org/pypi/xskillscore/
-
-.. image:: https://codecov.io/gh/xarray-contrib/xskillscore/branch/main/graph/badge.svg
-   :target: https://codecov.io/gh/xarray-contrib/xskillscore
-
-.. image:: https://img.shields.io/readthedocs/xskillscore/stable.svg?style=flat
-   :target: https://xskillscore.readthedocs.io/en/stable/?badge=stable
-
-.. image:: https://img.shields.io/conda/vn/conda-forge/xskillscore.svg
-   :target: https://anaconda.org/conda-forge/xskillscore
-
-.. image:: https://mybinder.org/badge_logo.svg
-   :target: https://mybinder.org/v2/gh/raybellwaves/xskillscore-tutorial/master?urlpath=lab
-
-.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.5173152.svg
-   :target: https://doi.org/10.5281/zenodo.5173152
++---------------------------+-------------------------------------------+
+| Documentation and Support | |docs| |binder|                           |
++---------------------------+-------------------------------------------+
+| Open Source               | |pypi| |conda-forge| |license| |zenodo|   |
++---------------------------+-------------------------------------------+
+| Coding Standards          | |codecov| |pre-commit|                    |
++---------------------------+-------------------------------------------+
+| Development Status        | |status| |testing| |upstream|             |
++---------------------------+-------------------------------------------+
 
 **xskillscore** is an open source project and Python package that provides verification
 metrics of deterministic (and probabilistic from `properscoring`) forecasts with `xarray`.
@@ -51,17 +34,56 @@ Documentation can be found on `readthedocs <https://xskillscore.readthedocs.io/e
 See also
 --------
 
-- If you are interested in using **xskillscore** for data science where you data is mostly in
-  ``pandas.DataFrames``'s check out the `xskillscore-tutorial <https://github.com/raybellwaves/xskillscore-tutorial>`_
-- If you are interested in using **xskillscore** for climate prediction check out
-  `climpred <https://climpred.readthedocs.io/en/stable/>`_.
+- If you are interested in using **xskillscore** for data science where you data is mostly in ``pandas.DataFrames``'s check out the `xskillscore-tutorial <https://github.com/raybellwaves/xskillscore-tutorial>`_.
+- If you are interested in using **xskillscore** for climate prediction check out `climpred <https://climpred.readthedocs.io/en/stable/>`_.
 
 History
 -------
 
-**xskillscore** was orginally developed to parallelize forecast metrics of the multi-model-multi-ensemble
-forecasts associated with the `SubX <https://journals.ametsoc.org/doi/pdf/10.1175/BAMS-D-18-0270.1>`_ project.
+**xskillscore** was originally developed to parallelize forecast metrics of the multi-model-multi-ensemble forecasts associated with the `SubX <https://journals.ametsoc.org/doi/pdf/10.1175/BAMS-D-18-0270.1>`_ project.
+
+We are indebted to the **xarray** community for their `advice <https://groups.google.com/forum/#!searchin/xarray/xskillscore%7Csort:date/xarray/z8ue0G-BLc8/Cau-dY_ACAAJ>`_ in getting this package started.
+
+.. |binder| image:: https://mybinder.org/badge_logo.svg
+        :target: https://mybinder.org/v2/gh/raybellwaves/xskillscore-tutorial/master?urlpath=lab
+        :alt: Binder
+
+.. |codecov| image:: https://codecov.io/gh/xarray-contrib/xskillscore/branch/main/graph/badge.svg
+        :target: https://codecov.io/gh/xarray-contrib/xskillscore
+        :alt: Codecov
+
+.. |conda-forge| image:: https://img.shields.io/conda/vn/conda-forge/xskillscore.svg
+        :target: https://anaconda.org/conda-forge/xskillscore
+        :alt: conda-forge
+
+.. |docs| image:: https://img.shields.io/readthedocs/xskillscore/stable.svg?style=flat
+        :target: https://xskillscore.readthedocs.io/en/stable/?badge=stable
+        :alt: Documentation Status
+
+.. |license| image:: https://img.shields.io/github/license/xarray-contrib/xncml.svg
+        :target: https://github.com/xarray-contrib/xncml/blob/main/LICENSE
+        :alt: License
+
+.. |pre-commit| image:: https://results.pre-commit.ci/badge/github/xarray-contrib/xskillscore/main.svg
+        :target: https://results.pre-commit.ci/latest/github/xarray-contrib/xskillscore/main
+        :alt: Pre-Commit
+
+.. |pypi| image:: https://img.shields.io/pypi/v/xskillscore.svg
+        :target: https://pypi.python.org/pypi/xskillscore/
+        :alt: PyPI
+
+.. |status| image:: https://www.repostatus.org/badges/latest/active.svg
+        :target: https://www.repostatus.org/#active
+        :alt: Project Status: Active – The project has reached a stable, usable state and is being actively developed.
+
+.. |testing| image:: https://github.com/xarray-contrib/xskillscore/actions/workflows/xskillscore_testing.yml/badge.svg
+        :target: https://github.com/xarray-contrib/xskillscore/actions/workflows/xskillscore_testing.yml
+        :alt: Testing
+
+.. |upstream| image:: https://github.com/xarray-contrib/xskillscore/actions/workflows/upstream-dev-ci.yml/badge.svg
+        :target: https://github.com/xarray-contrib/xskillscore/actions/workflows/upstream-dev-ci.yml
+        :alt: Upstream Testing
 
-We are indebted to the **xarray** community for their
-`advice <https://groups.google.com/forum/#!searchin/xarray/xskillscore%7Csort:date/xarray/z8ue0G-BLc8/Cau-dY_ACAAJ>`_
-in getting this package started.
+.. |zenodo| image:: https://zenodo.org/badge/DOI/10.5281/zenodo.5173152.svg
+        :target: https://doi.org/10.5281/zenodo.5173152
+        :alt: Zenodo DOI