update requirements and some cleanup (#476)

Author: OriolAbril

Diff for: .github/PULL_REQUEST_TEMPLATE.md

@@ -9,7 +9,9 @@ if you would like help in addressing a reviewer's comments,
 or if you have been waiting too long to hear back on your PR. -->
 
 + [ ] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html
-+ [ ] PR description contains a link to the relevant issue: a tracker one for existing notebooks or a proposal one for new notebooks
++ [ ] PR description contains a link to the relevant issue:
+  * a tracker one for existing notebooks (tracker issues have the "tracker id" label)
+  * or a proposal one for new notebooks
 + [ ] Check the notebook is not excluded from any pre-commit check: https://github.com/pymc-devs/pymc-examples/blob/main/.pre-commit-config.yaml
 
 

Diff for: README.rst

@@ -8,9 +8,9 @@ PyMC Examples
 
 Supporting examples and tutorials for PyMC, the Python package for Bayesian statistical modeling and Probabilistic Machine Learning!
 
-Check out the `getting started guide <https://docs.pymc.io/en/latest/learning.html#learning>`__,  or
+Check out the `getting started guide <https://www.pymc.io/projects/docs/en/latest/learn.html>`__,  or
 interact with live examples using Binder! Each notebook in `PyMC examples gallery
-<https://pymc-examples.readthedocs.io>`__ has a binder badge.
+<https://www.pymc.io/projects/examples/en/latest/gallery.html>`__ has a binder badge.
 For questions on PyMC, head on over to our `PyMC Discourse <https://discourse.pymc.io/>`__ forum.
 
 Contributing
@@ -30,11 +30,8 @@ To ask a question regarding modeling or usage of PyMC we encourage posting to ou
 
 To report an issue, please use the following:
 
--  `PyMC Examples - Issue Tracker <https://github.com/pymc-devs/pymc-examples/issues>`__. For
-  issues about the example notebooks, errors in the example codes, outdated information, improvement
-  suggestions...
--  `PyMC - Issue Tracker <https://github.com/pymc-devs/pymc/issues>`__. For issues, bugs or
-  feature requests related to the PyMC library itself.
+-  `PyMC Examples - Issue Tracker <https://github.com/pymc-devs/pymc-examples/issues>`__. For issues about the example notebooks, errors in the example codes, outdated information, improvement suggestions...
+-  `PyMC - Issue Tracker <https://github.com/pymc-devs/pymc/issues>`__. For issues, bugs or feature requests related to the PyMC library itself.
 
 Finally, if you need to get in touch for non-technical information about the project, `send us an e-mail <[email protected]>`__.
 
@@ -45,9 +42,9 @@ If you already know about Bayesian statistics:
 ----------------------------------------------
 
 
--  `API quickstart guide <http://docs.pymc.io/notebooks/api_quickstart>`__
--  The `PyMC tutorial <http://docs.pymc.io/notebooks/getting_started>`__
--  `PyMC examples <https://docs.pymc.io/nb_examples/index.html>`__ and the `API reference <http://docs.pymc.io/api>`__
+-  `API quickstart guide <https://www.pymc.io/projects/examples/en/latest/howto/api_quickstart.html>`__
+-  The `PyMC tutorial <https://www.pymc.io/projects/docs/en/stable/learn/core_notebooks/pymc_overview.html>`__
+-  `PyMC examples <https://www.pymc.io/projects/examples/en/latest/gallery.html>`__ and the `API reference <https://www.pymc.io/projects/docs/en/stable/api.html>`__
 
 
 
@@ -69,7 +66,7 @@ and as part of `PyMCon 2020 <https://discourse.pymc.io/c/pymcon/2020talks/15>`__
 Installation
 ------------
 
-To install PyMC on your system, see its `installation section here <https://docs.pymc.io/en/stable/>`__
+To install PyMC on your system, see its `installation section here <https://www.pymc.io/projects/docs/en/stable/installation.html>`__
 
 Citing PyMC
 ============
@@ -93,18 +90,6 @@ Support
 
 PyMC is a non-profit project under NumFOCUS umbrella. If you want to support PyMC financially, you can donate `here <https://numfocus.salsalabs.org/donate-to-pymc3/index.html>`__.
 
-PyMC for enterprise
-===================
-`PyMC is now available as part of the Tidelift Subscription!`
-
-Tidelift is working with PyMC and the maintainers of thousands of other open source
-projects to deliver commercial support and maintenance for the open source dependencies
-you use to build your applications. Save time, reduce risk, and improve code health,
-while contributing financially to PyMC -- making it even more robust, reliable and,
-let's face it, amazing!
-
-|tidelift_learn| |tidelift_demo|
-
 Sponsors
 ========
 
@@ -118,7 +103,3 @@ Sponsors
    :target: http://www.numfocus.org/
 .. |PyMCLabs| image:: https://raw.githubusercontent.com/pymc-devs/pymc/main/docs/logos/sponsors/pymc-labs.png
    :target: https://pymc-labs.io
-.. |tidelift_learn| image:: https://img.shields.io/badge/-learn%20more-2dd160.svg?color=orange&labelColor=58595b&style=flat&logo=data:image/png;base64,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%2FwCjUTnDygkGoVERFQaZFlE9nreO%2BdM5u5wkifvuee892Pu3CyEcA0DeIc%2B9IwftJsR6Cko3uCjguZdjuBZhhwmYDjGrOC96WED41UtsgEdGEAPlmAfpuAbFF%2BFZLfoMfRBGzThDtLgePPwBIpdddGzOArhPHUXowbNptE2www6a%2Fm96Y3pHN7oQ1s%2B13pxt1ENaKzBFWyWzaJ%2BRO0C9Jny6VPSoKjLVbMDC5bn5OPuJF%2BBSe95PVEMuugY5AegS9fCh7BedP45hRnj8TC34QQUe9bTZyh2KgvFk2vc8GIlXyTfsvqr6bPpNgv52ynnlomZJNpB70Xhl%2Bf6Sa02p1bApEfnETwxVa%2Faj%2BW%2FFtHltmxS%2FO3krvpTtTnVgu%2F6gvHRFvG78Ef3kOe5PimJXycY74blT5R%2BAAAAAElFTkSuQmCC
-   :target: https://tidelift.com/subscription/pkg/pypi-pymc3?utm_source=pypi-pymc3&utm_medium=referral&utm_campaign=enterprise
-.. |tidelift_demo| image:: https://img.shields.io/badge/-request%20a%20demo-2dd160.svg?color=orange&labelColor=58595b&style=flat&logo=data:image/png;base64,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%2FwCjUTnDygkGoVERFQaZFlE9nreO%2BdM5u5wkifvuee892Pu3CyEcA0DeIc%2B9IwftJsR6Cko3uCjguZdjuBZhhwmYDjGrOC96WED41UtsgEdGEAPlmAfpuAbFF%2BFZLfoMfRBGzThDtLgePPwBIpdddGzOArhPHUXowbNptE2www6a%2Fm96Y3pHN7oQ1s%2B13pxt1ENaKzBFWyWzaJ%2BRO0C9Jny6VPSoKjLVbMDC5bn5OPuJF%2BBSe95PVEMuugY5AegS9fCh7BedP45hRnj8TC34QQUe9bTZyh2KgvFk2vc8GIlXyTfsvqr6bPpNgv52ynnlomZJNpB70Xhl%2Bf6Sa02p1bApEfnETwxVa%2Faj%2BW%2FFtHltmxS%2FO3krvpTtTnVgu%2F6gvHRFvG78Ef3kOe5PimJXycY74blT5R%2BAAAAAElFTkSuQmCC
-   :target: https://tidelift.com/subscription/request-a-demo?utm_source=pypi-pymc3&utm_medium=referral&utm_campaign=enterprise

Diff for: requirements-docs.txt

@@ -4,7 +4,7 @@ git+https://github.com/pymc-devs/pymc-sphinx-theme
 sphinx-design
 sphinx-copybutton
 sphinxcontrib-bibtex
-ablog<0.10.27 # ablog 0.10.27 is broken see https://github.com/sunpy/ablog/issues/151
+ablog
 sphinxext-opengraph
 sphinx-codeautolink
 sphinx-notfound-page

Diff for: requirements-write.txt

@@ -1,6 +1,6 @@
 jupyterlab
 notebook
-pymc3
+pymc
 black
 codespell
 ipython