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8 changes: 4 additions & 4 deletions CONTRIBUTING.md
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# Guidelines for Contributing
As part of the PyMC3 library documentation, the guidelines to contribute to
As part of the PyMC library documentation, the guidelines to contribute to
pymc-examples are based on
[PyMC3 contributing guidelines](https://github.com/pymc-devs/pymc3/blob/master/CONTRIBUTING.md).
[PyMC contributing guidelines](https://github.com/pymc-devs/pymc/blob/master/CONTRIBUTING.md).
Please refer there for a detailed description of the Fork-PR contributing workflow,
see "Steps" section,and note that you'll need to update the repository URLs and
branch names.
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that with the "Restart & Run All" option before saving.

* No `pre-commit` errors: see the
[Jupyter Notebook style](https://github.com/pymc-devs/pymc3/wiki/PyMC3-Jupyter-Notebook-Style-Guide)
(and [Python code style](https://github.com/pymc-devs/pymc3/wiki/PyMC3-Python-Code-Style))
[Jupyter Notebook style](https://www.pymc.io/projects/docs/en/latest/contributing/jupyter_style.html)
(and [Python code style](https://github.com/pymc-devs/pymc/wiki/Python-Code-Style))
page from our Wiki on how to install and run it.

* Indicate how are you aiming to update the notebook (i.e. what is the target
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