<commit_before>
Contributing to scikit-learn
============================

The latest contributing guide is available in the repository at
`doc/developers/contributing.rst`, or online at:

https://scikit-learn.org/dev/developers/contributing.html

There are many ways to contribute to scikit-learn, with the most common ones
being contribution of code or documentation to the project. Improving the
documentation is no less important than improving the library itself. If you
find a typo in the documentation, or have made improvements, do not hesitate to
send an email to the mailing list or preferably submit a GitHub pull request.
Documentation can be found under the
[doc/](https://github.com/scikit-learn/scikit-learn/tree/master/doc) directory.

But there are many other ways to help. In particular answering queries on the
[issue tracker](https://github.com/scikit-learn/scikit-learn/issues),
investigating bugs, and [reviewing other developers' pull
requests](http://scikit-learn.org/dev/developers/contributing.html#code-review-guidelines)
are very valuable contributions that decrease the burden on the project
maintainers.

Another way to contribute is to report issues you're facing, and give a "thumbs
up" on issues that others reported and that are relevant to you. It also helps
us if you spread the word: reference the project from your blog and articles,
link to it from your website, or simply star it in GitHub to say "I use it".

Quick links
-----------

* [Submitting a bug report or feature request](http://scikit-learn.org/dev/developers/contributing.html#submitting-a-bug-report-or-a-feature-request)
* [Contributing code](http://scikit-learn.org/dev/developers/contributing.html#contributing-code)
* [Coding guidelines](http://scikit-learn.org/dev/developers/contributing.html#coding-guidelines)
* [Tips to read current code](http://scikit-learn.org/dev/developers/contributing.html#reading-code)

Code of Conduct
---------------

We abide by the principles of openness, respect, and consideration of others
of the Python Software Foundation: https://www.python.org/psf/codeofconduct/.<commit_msg>DOC Update links on Contributing page (#17757)<commit_after>
Contributing to scikit-learn
============================

The latest contributing guide is available in the repository at
`doc/developers/contributing.rst`, or online at:

https://scikit-learn.org/dev/developers/contributing.html

There are many ways to contribute to scikit-learn, with the most common ones
being contribution of code or documentation to the project. Improving the
documentation is no less important than improving the library itself. If you
find a typo in the documentation, or have made improvements, do not hesitate to
send an email to the mailing list or preferably submit a GitHub pull request.
Documentation can be found under the
[doc/](https://github.com/scikit-learn/scikit-learn/tree/master/doc) directory.

But there are many other ways to help. In particular answering queries on the
[issue tracker](https://github.com/scikit-learn/scikit-learn/issues),
investigating bugs, and [reviewing other developers' pull
requests](http://scikit-learn.org/dev/developers/contributing.html#code-review-guidelines)
are very valuable contributions that decrease the burden on the project
maintainers.

Another way to contribute is to report issues you're facing, and give a "thumbs
up" on issues that others reported and that are relevant to you. It also helps
us if you spread the word: reference the project from your blog and articles,
link to it from your website, or simply star it in GitHub to say "I use it".

Quick links
-----------

* [Submitting a bug report or feature request](http://scikit-learn.org/dev/developers/contributing.html#submitting-a-bug-report-or-a-feature-request)
* [Contributing code](http://scikit-learn.org/dev/developers/contributing.html#contributing-code)
* [Coding guidelines](https://scikit-learn.org/dev/developers/develop.html#coding-guidelines)
* [Tips to read current code](https://scikit-learn.org/dev/developers/contributing.html#reading-the-existing-code-base)

Code of Conduct
---------------

We abide by the principles of openness, respect, and consideration of others
of the Python Software Foundation: https://www.python.org/psf/codeofconduct/.
{'fraction_non_alphanumeric': 0.10624417520969245, 'fraction_numerical': 0.0011649580615097856, 'mean_word_length': 4.770161290322581, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 10, 'lorem ipsum': 0, 'www.': 2, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '5166817', 'n_tokens_mistral': 1212, 'n_tokens_neox': 1164, 'n_words': 457}