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Demon-Sherifftwiecki
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removed non-working twitter link in docs/source/contributing/developer_guide.md and changed twitter link to X in readme.rst
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README.rst

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@@ -222,7 +222,7 @@ You can also follow us on these social media platforms for updates and other ann
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- `LinkedIn @pymc <https://www.linkedin.com/company/pymc/>`__
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- `YouTube @PyMCDevelopers <https://www.youtube.com/c/PyMCDevelopers>`__
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- `Twitter @pymc_devs <https://twitter.com/pymc_devs>`__
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- `X @pymc_devs <https://x.com/pymc_devs>`__
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- `Mastodon @[email protected] <https://bayes.club/@pymc>`__
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To report an issue with PyMC please use the `issue tracker <https://github.com/pymc-devs/pymc/issues>`__.

docs/source/contributing/developer_guide.md

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@@ -173,7 +173,7 @@ self.logp_nojac_unscaledt = distribution.logp_nojac(data)
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### Model context and Random Variable
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I like to think that the ``with pm.Model() ...`` is a key syntax feature and *the* signature of PyMC model language, and in general a great out-of-the-box thinking/usage of the context manager in Python (with [some critics](https://twitter.com/_szhang/status/890793373740617729), of course).
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I like to think that the ``with pm.Model() ...`` is a key syntax feature and *the* signature of PyMC model language, and in general a great out-of-the-box thinking/usage of the context manager in Python (with some critics, of course).
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Essentially [what a context manager does](https://www.python.org/dev/peps/pep-0343/) is:
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