From 36b4023cd36d39e8f546f4fba1527fedabbac84c Mon Sep 17 00:00:00 2001
From: lwasser <lwasser@users.noreply.github.com>
Date: Thu, 12 Dec 2024 16:51:19 +0000
Subject: [PATCH] deploy: 4b45c5df568a1a32bf065b17cf5698a5c144b58b

---
 .doctrees/environment.pickle                  | Bin 1218920 -> 1220960 bytes
 .../package-structure-code/intro.doctree      | Bin 31876 -> 35265 bytes
 ...age-distribution-files-sdist-wheel.doctree | Bin 54080 -> 54202 bytes
 .../python-package-structure.doctree          | Bin 52200 -> 55575 bytes
 .doctrees/tests/index.doctree                 | Bin 12143 -> 12648 bytes
 .doctrees/tutorials/intro.doctree             | Bin 81490 -> 82345 bytes
 ..._package-structure-code_intro_48974105.png | Bin 0 -> 100663 bytes
 ..._package-structure-code_intro_999f63d6.png | Bin 106331 -> 0 bytes
 _sources/package-structure-code/intro.md.txt  |  30 +++--
 ...kage-distribution-files-sdist-wheel.md.txt |   4 +-
 .../python-package-structure.md.txt           | 116 ++++++++++--------
 _sources/tests/index.md.txt                   |   5 +-
 _sources/tutorials/intro.md.txt               |   2 +
 objects.inv                                   | Bin 6410 -> 6455 bytes
 .../code-style-linting-format.html            |   2 +-
 .../complex-python-package-builds.html        |   2 +-
 .../declare-dependencies.html                 |   2 +-
 package-structure-code/intro.html             |  36 +++---
 .../publish-python-package-pypi-conda.html    |   2 +-
 ...yproject-toml-python-package-metadata.html |   2 +-
 .../python-package-build-tools.html           |   2 +-
 ...ackage-distribution-files-sdist-wheel.html |  14 +--
 .../python-package-structure.html             | 112 +++++++++--------
 .../python-package-versions.html              |   2 +-
 searchindex.js                                |   2 +-
 tests/index.html                              |  10 +-
 tutorials/intro.html                          |   4 +-
 tutorials/setup-py-to-pyproject-toml.html     |   4 +-
 28 files changed, 201 insertions(+), 152 deletions(-)
 create mode 100644 _images/social_previews/summary_package-structure-code_intro_48974105.png
 delete mode 100644 _images/social_previews/summary_package-structure-code_intro_999f63d6.png

diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
index b36f376ab3d6e04b57de2851f97b58c787a92d4f..856c085b1915048c93f8bb29944e4b459b2061bc 100644
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diff --git a/.doctrees/package-structure-code/python-package-distribution-files-sdist-wheel.doctree b/.doctrees/package-structure-code/python-package-distribution-files-sdist-wheel.doctree
index 7a4714132251e21bb6f44b043a705b53f7a48603..15df950ac60e7e7e4218caf5fb92adbea437396d 100644
GIT binary patch
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delta 280
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diff --git a/.doctrees/package-structure-code/python-package-structure.doctree b/.doctrees/package-structure-code/python-package-structure.doctree
index 75766ff4097a5e3a1c49d55e70317b3cf9b74619..a6e48c9670a95f72a6aa4281af7b610dbd83dc42 100644
GIT binary patch
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diff --git a/.doctrees/tests/index.doctree b/.doctrees/tests/index.doctree
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diff --git a/_sources/package-structure-code/intro.md.txt b/_sources/package-structure-code/intro.md.txt
index 94b80e72..5b8048e8 100644
--- a/_sources/package-structure-code/intro.md.txt
+++ b/_sources/package-structure-code/intro.md.txt
@@ -1,13 +1,29 @@
-# Python package structure information
+# Python Package Structure
 
-This section provides guidance on your Python package's structure, code formats
-and style. It also reviews the various packaging tools that you can use to
-support building and publishing your package.
+This section provides guidance on your Python package's structure, code format,
+and style. It also reviews the various [packaging tools](python-package-build-tools) you can use to
+[build](python-package-distribution-files-sdist-wheel) and [publish](publish-python-package-pypi-conda) your Python package.
+
+If you want end-to-end tutorials, check out our tutorial series that starts by introducing [what a Python package is](what-is-a-package).
 
 If you are confused by Python packaging, you are not alone! The good news is
-there are some great modern packaging tools that ensure that you're following
-best practices. Here, we review tool features and suggest tools that might be
-best fitted for your workflow.
+that some great modern packaging tools ensure you follow
+best practices. Here, we review tool features and suggest tools you can use
+for your Python packaging workflow.
+
+:::{button-link} /tutorials/intro
+:color: success
+:class: sd-rounded-pill float-left
+
+Checkout our beginning-to-end create a Python package tutorials
+
+:::
+
+
+:::{admonition} How this content is developed
+All of the content in this guide has been vetted by community members, including maintainers and developers of the core packaging tools.
+:::
+
 
 :::::{grid} 1 1 2 2
 :class-container: text-center
diff --git a/_sources/package-structure-code/python-package-distribution-files-sdist-wheel.md.txt b/_sources/package-structure-code/python-package-distribution-files-sdist-wheel.md.txt
index 87713be5..00fbe346 100644
--- a/_sources/package-structure-code/python-package-distribution-files-sdist-wheel.md.txt
+++ b/_sources/package-structure-code/python-package-distribution-files-sdist-wheel.md.txt
@@ -152,7 +152,7 @@ Also note that we are not discussing conda build workflows in this section.
 ```
 
 (python-source-distribution)=
-## Source Distribution (sdist)
+## What is a source distribution (sdist)
 
 **Source files** are the unbuilt files needed to build your
 package. These are the "raw / as-is" files that you store on GitHub or whatever
@@ -226,7 +226,7 @@ the sdist may also contain a file that stores the version.
 ```
 
 (python-wheel)=
-## Wheel (.whl files):
+## What is a Python wheel (whl):
 
 A wheel file is a ZIP-format archive whose filename follows a specific format
 (below) and has the extension `.whl`. The `.whl` archive contains a specific
diff --git a/_sources/package-structure-code/python-package-structure.md.txt b/_sources/package-structure-code/python-package-structure.md.txt
index a9b6a0ff..2156d56c 100644
--- a/_sources/package-structure-code/python-package-structure.md.txt
+++ b/_sources/package-structure-code/python-package-structure.md.txt
@@ -2,25 +2,41 @@
 
 There are two different layouts that you will commonly see
 within the Python packaging ecosystem:
-[src and flat layouts.](https://packaging.python.org/en/latest/discussions/src-layout-vs-flat-layout/)
+src and flat layouts.
 Both layouts have advantages for different groups of maintainers.
 
 We strongly suggest, but do not require, that you use the **src/** layout (discussed below)
 for creating your Python package. This layout is also recommended in the
-[PyPA packaging guide](https://packaging.python.org/en/latest/tutorials/packaging-projects/).
+[PyPA packaging guide tutorial](https://packaging.python.org/en/latest/tutorials/packaging-projects/).
 
 ```{admonition} pyOpenSci will never require a specific package structure for peer review
 :class: important
 
-We understand that it would be tremendous effort for existing
+We understand that it would take significant effort for existing
 maintainers to move to a new layout.
 
 The overview on this page presents recommendations that we think are best for
 someone getting started with Python packaging or someone who's package
 has a simple build and might be open to moving to a more fail-proof approach.
+
+Other resources you can check out:
+* [PyPA's overview of src vs flat layouts](https://packaging.python.org/en/latest/discussions/src-layout-vs-flat-layout/)
 ```
 
-An example of the **src/package** layout structure can be seen below.
+You can use tools like Hatch to quickly create a modern Python package structure. Check out our quickstart tutorial:
+
+
+:::{button-link} /tutorials/installable-code.html#step-1-set-up-the-package-directory-structure
+:color: success
+:class: sd-rounded-pill float-left
+
+Want to learn how to create the structure to build your package? Click here.
+
+:::
+
+## What is the Python package source layout?
+
+An example of the **src/package** layout structure is below.
 
 ```
 myPackageRepoName
@@ -44,8 +60,8 @@ myPackageRepoName
 
 Note the location of the following directories in the example above:
 
-- **docs/:** discussed in our docs chapter, this directory contains your user-facing documentation website. In a **src/** layout docs/ are normally included at the same directory level of the **src/** folder.
-- **tests/** this directory contains the tests for your project code. In a **src/** layout tests are normally included at the same directory level of the **src/** folder.
+- **docs/:** Discussed in our docs chapter, this directory contains your user-facing documentation website. In a **src/** layout docs/ are normally included at the same directory level as the **src/** folder.
+- **tests/** This directory contains the tests for your project code. In a **src/** layout, tests are normally included at the same directory level as the **src/** folder.
 - **src/package/**: this is the directory that contains the code for your Python project. "Package" is normally your project's name.
 
 Also in the above example, notice that all of the core documentation files that
@@ -61,14 +77,12 @@ include:
 <!-- TODO: CHANGELOG is not mentioned in either documentation nor peer review -->
 
 ```{button-link} https://www.pyopensci.org/python-package-guide/documentation
-:color: primary
+:color: info
 :class: sd-rounded-pill
 
 Click here to read about our packaging documentation requirements.
 ```
 
-While we recommend the **src/** layout we also review the **flat** layout here. Both are used in the Python ecosystem.
-
 ```{admonition} Example scientific packages that use **src/package** layout
 
 * [Sourmash](https://github.com/sourmash-bio/sourmash)
@@ -81,14 +95,13 @@ While we recommend the **src/** layout we also review the **flat** layout here.
 
 ## The src/ layout and testing
 
-The benefit of using the **src/package** layout, particularly if you
-are creating a new package, is that it ensures tests are run against the
+The benefit of using the **src/package** layout is that it ensures tests are run against the
 installed version of your package rather than the files in your package
 working directory. If you run your tests on your files rather than the
-installed version, you may be missing issues that users encounter when
+installed version of your package, you may be missing issues that users encounter when
 your package is installed.
 
-If `tests/` are outside of the **src/package** directory, they aren't included in the package wheel. This makes your package size slightly smaller which then places places a smaller storage burden on PyPI which has over 400,000 packages to support.
+If `tests/` are outside the **src/package** directory, they aren't included in the package's [wheel](python-wheel). This makes your package size slightly smaller, which places a smaller storage burden on PyPI, and makes them faster to fetch.
 
 - [Read more about reasons to use the **src/package** layout](https://hynek.me/articles/testing-packaging/)
 
@@ -98,14 +111,14 @@ By default, Python adds a module in your current working directory to the front
 
 This means that if you run your tests in your package's working directory, using a flat layout, `/package/module.py`, Python will discover `package/module.py` file before it discovers the installed package.
 
-However, if your package lives in a src/ directory structure **src/package** then it won't be, by default, added to the Python path. This means that when you import your package, Python will be forced to  search the active environment (which has your package installed).
+However, if your package lives in a src/ directory structure **src/package**, then it won't be added to the Python path by default. This means that when you import your package, Python will be forced to search the active environment (which has your package installed).
 
-Note: Python versions 3.11 and above have a path setting that can be adjusted to ensure the priority is to use installed packages first (e.g. `PYTHONSAFEPATH`).
+Note: Python versions 3.11 and above have a path setting that can be adjusted to ensure the priority is to use installed packages first (e.g., `PYTHONSAFEPATH`).
 ```
 
-### Sometimes tests are needed in a distribution
+### Don't include tests in your package wheel
 
-We do not recommend including tests as part of your package wheel by default. However, not including tests in your package distribution will make it harder for people other than yourself to test whether your package is functioning correctly on their system. If you have a small test suite (Python files + data), and think your users may want to run tests locally on their systems, you can include tests by moving the `tests/` directory into the **src/package** directory (see example below).
+Writing [tests](tests-intro) for your package is important; however, we do not recommend including tests as part of your [package wheel](python-wheel) by default. However, not including tests in your package distribution will make it harder for people other than yourself to test whether your package runs properly on their system. If you have a small test suite (Python files + data), and think your users may want to run tests locally on their systems, you can include tests by moving the `tests/` directory into the **src/package** directory (see example below).
 
 ```bash
 src/
@@ -114,69 +127,76 @@ src/
 docs/
 ```
 
-Including the **tests/** directory in your **src/package** directory ensures that tests will be included in your package's wheel.
+Including the **tests/** directory in your **src/package** directory ensures that tests will be included in your package's [wheel](python-wheel).
 
 Be sure to read the [pytest documentation for more about including tests in your package distribution](https://docs.pytest.org/en/7.2.x/explanation/goodpractices.html#choosing-a-test-layout-import-rules).
 
 ```{admonition} Challenges with including tests and data in a package wheel
 :class: tip
 
-Tests, especially when accompanied by test data can create a few small challenges including:
+Tests, especially when accompanied by test data, can create a few small challenges, including:
 
-- Take up space in your distribution which will build up over time as storage space on PyPI
-- Large file sizes can also slow down package install.
+- Take up space in your distribution, which will build up over time as storage space on PyPI
+- Large file sizes can also slow down package installation.
 
-However, in some cases, particularly in the scientific Python ecosystems you may need to include tests.
+However, in some cases, particularly in the scientific Python ecosystem, you may need to include tests.
 ```
 
 ### **Don't include test suite datasets in your package**
 
-If you do include your tests in your package distribution, we strongly
+If you include your tests in your package distribution, we strongly
 discourage you from including data in your test suite directory. Rather,
 host your test data in a repository such as Figshare or Zenodo. Use a
 tool such as [Pooch](https://www.fatiando.org/pooch/latest/) to access
 the data when you (or a user) runs tests.
 
-Check out the testing section of our guide for more information about tests.
+For more information about Python package tests, see the [tests section of our guide](tests-intro).
 
 - The **src/package** layout is semantically more clear. Code is always found in the
   **src/package** directory, `tests/` and `docs/`are in the root directory.
 
 ```{important}
-If your package tests require data, we suggest that you do NOT include that
-data within your package structure. We will discuss this in more detail in a
-tutorial. Include data in your package structure increases the size of your
+If your package tests require data, do NOT include that
+data within your package structure. Including data in your package structure increases the size of your
 distribution files. This places a maintenance toll on repositories like PyPI and
 Anaconda.org that have to deal with thousands of package uploads.
 ```
 
-## About the flat Python package layout
 
-Currently most scientific packages use the **flat-layout** given:
+:::{button-link} /tutorials/installable-code.html#step-1-set-up-the-package-directory-structure
+:color: success
+:class: sd-rounded-pill float-left
 
-- It's the most commonly found layout with the scientific Python ecosystem and
-  people tend to look to other packages / maintainers that they respect for examples
-  of how to build Python packages.
-- Many Python tools depend upon tools in other language and / or complex builds
-  with compilation steps. Many developers thus appreciate / are used to features
-  of the flat layout.
 
-While we present this layout here in our guide, we suggest that those just
-getting started with python packaging start with the src/package layout
-discussed above. Numerous packages in the ecosystem [have had to move to a
-src/ layout](https://github.com/scikit-build/cmake-python-distributions/pull/145)
+Click here for a quickstart tutorial on creating your Python package.
+
+:::
+
+(flat-layout)=
+## What is the flat Python package layout?
+
+Many scientific packages use the **flat-layout** given:
+
+- This layout is used by many core scientific Python packages such as NumPy, SciPy, and Matplotlib.
+- Many Python tools depend upon tools in other languages and/or complex builds
+  with compilation steps. Many maintainers prefer features
+  of the flat layout for more complex builds.
+
+While we suggest that you use the **src/package** layout discussed above, it's important to also
+understand the flat layout, especially if you plan to contribute to a package that uses this layout.
+
 
 ```{admonition} Why most scientific Python packages do not use source
 :class: tip
 
-In most cases the advantages of using the **src/package** layout for
-larger scientific packages that already use flat approach are not worth it.
-Moving from a flat layout to a **src/package** layout would come at a significant cost to
-maintainers.
+In most cases, moving to the **src/package** layout for
+larger scientific packages that already use a flat layout would consume significant time.
 
 However, the advantages of using the  **src/package** layout for a beginner are significant.
-As such, we recommend that if you are getting started with creating a package,
-that you consider using a  **src/package** layout.
+As such, we recommend that you use the **src/package** layout if you are creating a new package.
+
+Numerous packages in the ecosystem [have had to move to a
+**src/package** layout](https://github.com/scikit-build/cmake-python-distributions/pull/145).
 ```
 
 ## What does the flat layout structure look like?
@@ -234,7 +254,7 @@ There are some benefits to the scientific community in using the flat layout.
 
 It would be a significant maintenance cost and burden to move all of these
 packages to a different layout. The potential benefits of the source layout
-for these tools is not worth the maintenance investment.
+for these tools are not worth the maintenance investment.
 ```
 
 <!--
@@ -243,12 +263,12 @@ Not sure where to put this now ... most new users won't have multiple packages.
 ```{admonition} Multiple packages in a src/ folder
 :class: tip
 
-In some more advanced cases you may have more than one package in your src/ directory. See [black's GitHub repo](https://github.com/psf/black/tree/main/src) for an example of this. However, for most beginners you will likely only have one sub-directory in your **src/** folder.
+In some more advanced cases, you may have more than one package in your **src/** directory. See [Black's GitHub repo](https://github.com/psf/black/tree/main/src) for an example of this. However, for most beginners you will likely only have one sub-directory in your **src/** folder.
 ``` -->
 
 <!--
 ```{admonition} A few notes about the src/ layout
 :class: tip
 
-It is important to note here that sometimes when using the src/package structure the directory name (e.g. package name) is different from the actual project or package name. What is important to take away here is that you should store your code within a sub directory within **src/**.
+It is important to note here that sometimes, when using the **src/package** structure, the directory name (e.g., package name) is different from the actual project or package name. What is important to take away here is that you should store your code within a subdirectory within **src/**.
 ``` -->
diff --git a/_sources/tests/index.md.txt b/_sources/tests/index.md.txt
index 05ff0eee..73de20f4 100644
--- a/_sources/tests/index.md.txt
+++ b/_sources/tests/index.md.txt
@@ -1,11 +1,12 @@
+(tests-intro)=
 # Tests and data for your Python package
 
 Tests are an important part of your Python package because they
 provide a set of checks that ensure that your package is
 functioning how you expect it to.
 
-In this section you will learn more about the importance of writing
-tests for your Python package and how you can setup infrastructure
+In this section, you will learn more about the importance of writing
+tests for your Python package and how you can set up infrastructure
 to run your tests both locally and on GitHub.
 
 
diff --git a/_sources/tutorials/intro.md.txt b/_sources/tutorials/intro.md.txt
index cdf34e0b..76238c00 100644
--- a/_sources/tutorials/intro.md.txt
+++ b/_sources/tutorials/intro.md.txt
@@ -1,3 +1,4 @@
+(packaging-101)=
 # Python packaging 101
 
 _A start to finish beginner-friendly tutorial_
@@ -75,6 +76,7 @@ After reading this lesson you will:
 
 :::
 
+(what-is-a-package)=
 ## What is a Python package?
 
 At a high level, you can think about a Python package as a toolbox
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diff --git a/package-structure-code/code-style-linting-format.html b/package-structure-code/code-style-linting-format.html
index 7d73313d..6d76a280 100644
--- a/package-structure-code/code-style-linting-format.html
+++ b/package-structure-code/code-style-linting-format.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Python Package Code Style, Format and Linters</span></li>
   </ul>
diff --git a/package-structure-code/complex-python-package-builds.html b/package-structure-code/complex-python-package-builds.html
index 7918eca9..33603483 100644
--- a/package-structure-code/complex-python-package-builds.html
+++ b/package-structure-code/complex-python-package-builds.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Complex Python package builds</span></li>
   </ul>
diff --git a/package-structure-code/declare-dependencies.html b/package-structure-code/declare-dependencies.html
index 4ef9ce5b..aed23ad5 100644
--- a/package-structure-code/declare-dependencies.html
+++ b/package-structure-code/declare-dependencies.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Python Package Dependencies</span></li>
   </ul>
diff --git a/package-structure-code/intro.html b/package-structure-code/intro.html
index 3a692ffe..00faaff2 100644
--- a/package-structure-code/intro.html
+++ b/package-structure-code/intro.html
@@ -7,19 +7,19 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
-<meta property="og:title" content="Python package structure information" />
+<meta property="og:title" content="Python Package Structure" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="https://www.pyopensci.org/python-package-guide/package-structure-code/intro.html" />
 <meta property="og:site_name" content="pyOpenSci Python Package Guide" />
-<meta property="og:description" content="This section provides guidance on your Python package’s structure, code formats and style. It also reviews the various packaging tools that you can use to support building and publishing your packa..." />
+<meta property="og:description" content="This section provides guidance on your Python package’s structure, code format, and style. It also reviews the various packaging tools you can use to build and publish your Python package. If you w..." />
 <meta property="og:image:width" content="1146" />
 <meta property="og:image:height" content="600" />
-<meta property="og:image" content="https://www.pyopensci.org/python-package-guide/_images/social_previews/summary_package-structure-code_intro_999f63d6.png" />
-<meta property="og:image:alt" content="This section provides guidance on your Python package’s structure, code formats and style. It also reviews the various packaging tools that you can use to su..." />
-<meta name="description" content="This section provides guidance on your Python package’s structure, code formats and style. It also reviews the various packaging tools that you can use to support building and publishing your packa..." />
+<meta property="og:image" content="https://www.pyopensci.org/python-package-guide/_images/social_previews/summary_package-structure-code_intro_48974105.png" />
+<meta property="og:image:alt" content="This section provides guidance on your Python package’s structure, code format, and style. It also reviews the various packaging tools you can use to build a..." />
+<meta name="description" content="This section provides guidance on your Python package’s structure, code format, and style. It also reviews the various packaging tools you can use to build and publish your Python package. If you w..." />
 <meta name="twitter:card" content="summary_large_image" />
     <link href="https://www.pyopensci.org/images/favicon.ico" rel="icon" type="image/x-icon">
-    <title>Python package structure information &#8212; Python Packaging Guide</title>
+    <title>Python Package Structure &#8212; Python Packaging Guide</title>
   
   
   
@@ -463,7 +463,7 @@
         <i class="fa-solid fa-home"></i>
       </a>
     </li>
-    <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Python package structure information</span></li>
+    <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Python Package Structure</span></li>
   </ul>
 </nav>
 </div>
@@ -480,15 +480,21 @@
 <div id="searchbox"></div>
                 <article class="bd-article">
                   
-  <section id="python-package-structure-information">
-<h1>Python package structure information<a class="headerlink" href="#python-package-structure-information" title="Link to this heading">#</a></h1>
-<p>This section provides guidance on your Python package’s structure, code formats
-and style. It also reviews the various packaging tools that you can use to
-support building and publishing your package.</p>
+  <section id="python-package-structure">
+<h1>Python Package Structure<a class="headerlink" href="#python-package-structure" title="Link to this heading">#</a></h1>
+<p>This section provides guidance on your Python package’s structure, code format,
+and style. It also reviews the various <a class="reference internal" href="python-package-build-tools.html"><span class="doc std std-doc">packaging tools</span></a> you can use to
+<a class="reference internal" href="python-package-distribution-files-sdist-wheel.html"><span class="doc std std-doc">build</span></a> and <a class="reference internal" href="publish-python-package-pypi-conda.html"><span class="doc std std-doc">publish</span></a> your Python package.</p>
+<p>If you want end-to-end tutorials, check out our tutorial series that starts by introducing <a class="reference internal" href="../tutorials/intro.html#what-is-a-package"><span class="std std-ref">what a Python package is</span></a>.</p>
 <p>If you are confused by Python packaging, you are not alone! The good news is
-there are some great modern packaging tools that ensure that you’re following
-best practices. Here, we review tool features and suggest tools that might be
-best fitted for your workflow.</p>
+that some great modern packaging tools ensure you follow
+best practices. Here, we review tool features and suggest tools you can use
+for your Python packaging workflow.</p>
+<p><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-success sd-rounded-pill float-left reference external" href="/tutorials/intro"><span>Checkout our beginning-to-end create a Python package tutorials</span></a></p>
+<div class="admonition-how-this-content-is-developed admonition">
+<p class="admonition-title">How this content is developed</p>
+<p>All of the content in this guide has been vetted by community members, including maintainers and developers of the core packaging tools.</p>
+</div>
 <div class="sd-container-fluid sd-sphinx-override sd-mb-4 text-center docutils">
 <div class="sd-row sd-row-cols-1 sd-row-cols-xs-1 sd-row-cols-sm-1 sd-row-cols-md-2 sd-row-cols-lg-2 sd-g-3 sd-g-xs-3 sd-g-sm-3 sd-g-md-3 sd-g-lg-3 docutils">
 <div class="sd-col sd-d-flex-column docutils">
diff --git a/package-structure-code/publish-python-package-pypi-conda.html b/package-structure-code/publish-python-package-pypi-conda.html
index 71a10d09..941a2b57 100644
--- a/package-structure-code/publish-python-package-pypi-conda.html
+++ b/package-structure-code/publish-python-package-pypi-conda.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Publishing Your Package In A Community Repository: PyPI or Anaconda.org</span></li>
   </ul>
diff --git a/package-structure-code/pyproject-toml-python-package-metadata.html b/package-structure-code/pyproject-toml-python-package-metadata.html
index d70f7c31..a7b5964d 100644
--- a/package-structure-code/pyproject-toml-python-package-metadata.html
+++ b/package-structure-code/pyproject-toml-python-package-metadata.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Use a pyproject.toml file for your package configuration &amp; metadata</span></li>
   </ul>
diff --git a/package-structure-code/python-package-build-tools.html b/package-structure-code/python-package-build-tools.html
index 7a2daba8..44c2a35a 100644
--- a/package-structure-code/python-package-build-tools.html
+++ b/package-structure-code/python-package-build-tools.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Python Packaging Tools</span></li>
   </ul>
diff --git a/package-structure-code/python-package-distribution-files-sdist-wheel.html b/package-structure-code/python-package-distribution-files-sdist-wheel.html
index 335a22df..75f032ad 100644
--- a/package-structure-code/python-package-distribution-files-sdist-wheel.html
+++ b/package-structure-code/python-package-distribution-files-sdist-wheel.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Learn about Building a Python Package</span></li>
   </ul>
@@ -623,8 +623,8 @@ <h2>How to create the distribution format that PyPI and Pip expects?<a class="he
 <a class="reference external" href="https://conda.io/projects/conda-build/en/latest/user-guide/tutorials/index.html">You can learn more about conda builds here.</a></p>
 </div>
 </section>
-<section id="source-distribution-sdist">
-<span id="python-source-distribution"></span><h2>Source Distribution (sdist)<a class="headerlink" href="#source-distribution-sdist" title="Link to this heading">#</a></h2>
+<section id="what-is-a-source-distribution-sdist">
+<span id="python-source-distribution"></span><h2>What is a source distribution (sdist)<a class="headerlink" href="#what-is-a-source-distribution-sdist" title="Link to this heading">#</a></h2>
 <p><strong>Source files</strong> are the unbuilt files needed to build your
 package. These are the “raw / as-is” files that you store on GitHub or whatever
 platform you use to manage your code.</p>
@@ -690,8 +690,8 @@ <h2>How to create the distribution format that PyPI and Pip expects?<a class="he
 the sdist may also contain a file that stores the version.</p>
 </div>
 </section>
-<section id="wheel-whl-files">
-<span id="python-wheel"></span><h2>Wheel (.whl files):<a class="headerlink" href="#wheel-whl-files" title="Link to this heading">#</a></h2>
+<section id="what-is-a-python-wheel-whl">
+<span id="python-wheel"></span><h2>What is a Python wheel (whl):<a class="headerlink" href="#what-is-a-python-wheel-whl" title="Link to this heading">#</a></h2>
 <p>A wheel file is a ZIP-format archive whose filename follows a specific format
 (below) and has the extension <code class="docutils literal notranslate"><span class="pre">.whl</span></code>. The <code class="docutils literal notranslate"><span class="pre">.whl</span></code> archive contains a specific
 set of files, including metadata that are generated from your project’s
@@ -816,8 +816,8 @@ <h2>How to create the distribution format that PyPI and Pip expects?<a class="he
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#how-to-create-the-distribution-format-that-pypi-and-pip-expects">How to create the distribution format that PyPI and Pip expects?</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#source-distribution-sdist">Source Distribution (sdist)</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#wheel-whl-files">Wheel (.whl files):</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#what-is-a-source-distribution-sdist">What is a source distribution (sdist)</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#what-is-a-python-wheel-whl">What is a Python wheel (whl):</a></li>
 </ul>
   </nav></div>
 
diff --git a/package-structure-code/python-package-structure.html b/package-structure-code/python-package-structure.html
index 42c5b52a..d41e2f2c 100644
--- a/package-structure-code/python-package-structure.html
+++ b/package-structure-code/python-package-structure.html
@@ -65,7 +65,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Use a pyproject.toml file for your package configuration &amp; metadata" href="pyproject-toml-python-package-metadata.html" />
-    <link rel="prev" title="Python package structure information" href="intro.html" />
+    <link rel="prev" title="Python Package Structure" href="intro.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   <meta name="docsearch:version" content="" />
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Python Package Structure for Scientific Python Projects</span></li>
   </ul>
@@ -487,20 +487,28 @@
 <h1>Python Package Structure for Scientific Python Projects<a class="headerlink" href="#python-package-structure-for-scientific-python-projects" title="Link to this heading">#</a></h1>
 <p>There are two different layouts that you will commonly see
 within the Python packaging ecosystem:
-<a class="reference external" href="https://packaging.python.org/en/latest/discussions/src-layout-vs-flat-layout/">src and flat layouts.</a>
+src and flat layouts.
 Both layouts have advantages for different groups of maintainers.</p>
 <p>We strongly suggest, but do not require, that you use the <strong>src/</strong> layout (discussed below)
 for creating your Python package. This layout is also recommended in the
-<a class="reference external" href="https://packaging.python.org/en/latest/tutorials/packaging-projects/">PyPA packaging guide</a>.</p>
+<a class="reference external" href="https://packaging.python.org/en/latest/tutorials/packaging-projects/">PyPA packaging guide tutorial</a>.</p>
 <div class="important admonition">
 <p class="admonition-title">pyOpenSci will never require a specific package structure for peer review</p>
-<p>We understand that it would be tremendous effort for existing
+<p>We understand that it would take significant effort for existing
 maintainers to move to a new layout.</p>
 <p>The overview on this page presents recommendations that we think are best for
 someone getting started with Python packaging or someone who’s package
 has a simple build and might be open to moving to a more fail-proof approach.</p>
+<p>Other resources you can check out:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://packaging.python.org/en/latest/discussions/src-layout-vs-flat-layout/">PyPA’s overview of src vs flat layouts</a></p></li>
+</ul>
 </div>
-<p>An example of the <strong>src/package</strong> layout structure can be seen below.</p>
+<p>You can use tools like Hatch to quickly create a modern Python package structure. Check out our quickstart tutorial:</p>
+<p><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-success sd-rounded-pill float-left reference external" href="/tutorials/installable-code.html#step-1-set-up-the-package-directory-structure"><span>Want to learn how to create the structure to build your package? Click here.</span></a></p>
+<section id="what-is-the-python-package-source-layout">
+<h2>What is the Python package source layout?<a class="headerlink" href="#what-is-the-python-package-source-layout" title="Link to this heading">#</a></h2>
+<p>An example of the <strong>src/package</strong> layout structure is below.</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>myPackageRepoName
 ├── CHANGELOG.md               ┐
 ├── CODE_OF_CONDUCT.md         │
@@ -522,8 +530,8 @@ <h1>Python Package Structure for Scientific Python Projects<a class="headerlink"
 </div>
 <p>Note the location of the following directories in the example above:</p>
 <ul class="simple">
-<li><p><strong>docs/:</strong> discussed in our docs chapter, this directory contains your user-facing documentation website. In a <strong>src/</strong> layout docs/ are normally included at the same directory level of the <strong>src/</strong> folder.</p></li>
-<li><p><strong>tests/</strong> this directory contains the tests for your project code. In a <strong>src/</strong> layout tests are normally included at the same directory level of the <strong>src/</strong> folder.</p></li>
+<li><p><strong>docs/:</strong> Discussed in our docs chapter, this directory contains your user-facing documentation website. In a <strong>src/</strong> layout docs/ are normally included at the same directory level as the <strong>src/</strong> folder.</p></li>
+<li><p><strong>tests/</strong> This directory contains the tests for your project code. In a <strong>src/</strong> layout, tests are normally included at the same directory level as the <strong>src/</strong> folder.</p></li>
 <li><p><strong>src/package/</strong>: this is the directory that contains the code for your Python project. “Package” is normally your project’s name.</p></li>
 </ul>
 <p>Also in the above example, notice that all of the core documentation files that
@@ -537,8 +545,7 @@ <h1>Python Package Structure for Scientific Python Projects<a class="headerlink"
 <li><p>README.md</p></li>
 </ul>
 <!-- TODO: CHANGELOG is not mentioned in either documentation nor peer review -->
-<p><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-rounded-pill reference external" href="https://www.pyopensci.org/python-package-guide/documentation"><span>Click here to read about our packaging documentation requirements.</span></a></p>
-<p>While we recommend the <strong>src/</strong> layout we also review the <strong>flat</strong> layout here. Both are used in the Python ecosystem.</p>
+<p><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-info sd-rounded-pill reference external" href="https://www.pyopensci.org/python-package-guide/documentation"><span>Click here to read about our packaging documentation requirements.</span></a></p>
 <div class="admonition-example-scientific-packages-that-use-src-package-layout admonition">
 <p class="admonition-title">Example scientific packages that use <strong>src/package</strong> layout</p>
 <ul class="simple">
@@ -549,15 +556,15 @@ <h1>Python Package Structure for Scientific Python Projects<a class="headerlink"
 <li><p><a class="reference external" href="https://github.com/poliastro/poliastro/">poliastro</a></p></li>
 </ul>
 </div>
+</section>
 <section id="the-src-layout-and-testing">
 <h2>The src/ layout and testing<a class="headerlink" href="#the-src-layout-and-testing" title="Link to this heading">#</a></h2>
-<p>The benefit of using the <strong>src/package</strong> layout, particularly if you
-are creating a new package, is that it ensures tests are run against the
+<p>The benefit of using the <strong>src/package</strong> layout is that it ensures tests are run against the
 installed version of your package rather than the files in your package
 working directory. If you run your tests on your files rather than the
-installed version, you may be missing issues that users encounter when
+installed version of your package, you may be missing issues that users encounter when
 your package is installed.</p>
-<p>If <code class="docutils literal notranslate"><span class="pre">tests/</span></code> are outside of the <strong>src/package</strong> directory, they aren’t included in the package wheel. This makes your package size slightly smaller which then places places a smaller storage burden on PyPI which has over 400,000 packages to support.</p>
+<p>If <code class="docutils literal notranslate"><span class="pre">tests/</span></code> are outside the <strong>src/package</strong> directory, they aren’t included in the package’s <a class="reference internal" href="python-package-distribution-files-sdist-wheel.html#python-wheel"><span class="std std-ref">wheel</span></a>. This makes your package size slightly smaller, which places a smaller storage burden on PyPI, and makes them faster to fetch.</p>
 <ul class="simple">
 <li><p><a class="reference external" href="https://hynek.me/articles/testing-packaging/">Read more about reasons to use the <strong>src/package</strong> layout</a></p></li>
 </ul>
@@ -565,76 +572,72 @@ <h2>The src/ layout and testing<a class="headerlink" href="#the-src-layout-and-t
 <p class="admonition-title">How Python discovers and prioritizes importing modules</p>
 <p>By default, Python adds a module in your current working directory to the front of the Python module search path.</p>
 <p>This means that if you run your tests in your package’s working directory, using a flat layout, <code class="docutils literal notranslate"><span class="pre">/package/module.py</span></code>, Python will discover <code class="docutils literal notranslate"><span class="pre">package/module.py</span></code> file before it discovers the installed package.</p>
-<p>However, if your package lives in a src/ directory structure <strong>src/package</strong> then it won’t be, by default, added to the Python path. This means that when you import your package, Python will be forced to  search the active environment (which has your package installed).</p>
-<p>Note: Python versions 3.11 and above have a path setting that can be adjusted to ensure the priority is to use installed packages first (e.g. <code class="docutils literal notranslate"><span class="pre">PYTHONSAFEPATH</span></code>).</p>
+<p>However, if your package lives in a src/ directory structure <strong>src/package</strong>, then it won’t be added to the Python path by default. This means that when you import your package, Python will be forced to search the active environment (which has your package installed).</p>
+<p>Note: Python versions 3.11 and above have a path setting that can be adjusted to ensure the priority is to use installed packages first (e.g., <code class="docutils literal notranslate"><span class="pre">PYTHONSAFEPATH</span></code>).</p>
 </div>
-<section id="sometimes-tests-are-needed-in-a-distribution">
-<h3>Sometimes tests are needed in a distribution<a class="headerlink" href="#sometimes-tests-are-needed-in-a-distribution" title="Link to this heading">#</a></h3>
-<p>We do not recommend including tests as part of your package wheel by default. However, not including tests in your package distribution will make it harder for people other than yourself to test whether your package is functioning correctly on their system. If you have a small test suite (Python files + data), and think your users may want to run tests locally on their systems, you can include tests by moving the <code class="docutils literal notranslate"><span class="pre">tests/</span></code> directory into the <strong>src/package</strong> directory (see example below).</p>
+<section id="don-t-include-tests-in-your-package-wheel">
+<h3>Don’t include tests in your package wheel<a class="headerlink" href="#don-t-include-tests-in-your-package-wheel" title="Link to this heading">#</a></h3>
+<p>Writing <a class="reference internal" href="../tests/index.html#tests-intro"><span class="std std-ref">tests</span></a> for your package is important; however, we do not recommend including tests as part of your <a class="reference internal" href="python-package-distribution-files-sdist-wheel.html#python-wheel"><span class="std std-ref">package wheel</span></a> by default. However, not including tests in your package distribution will make it harder for people other than yourself to test whether your package runs properly on their system. If you have a small test suite (Python files + data), and think your users may want to run tests locally on their systems, you can include tests by moving the <code class="docutils literal notranslate"><span class="pre">tests/</span></code> directory into the <strong>src/package</strong> directory (see example below).</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>src/
 <span class="w">  </span>package/
 <span class="w">    </span>tests/
 docs/
 </pre></div>
 </div>
-<p>Including the <strong>tests/</strong> directory in your <strong>src/package</strong> directory ensures that tests will be included in your package’s wheel.</p>
+<p>Including the <strong>tests/</strong> directory in your <strong>src/package</strong> directory ensures that tests will be included in your package’s <a class="reference internal" href="python-package-distribution-files-sdist-wheel.html#python-wheel"><span class="std std-ref">wheel</span></a>.</p>
 <p>Be sure to read the <a class="reference external" href="https://docs.pytest.org/en/7.2.x/explanation/goodpractices.html#choosing-a-test-layout-import-rules">pytest documentation for more about including tests in your package distribution</a>.</p>
 <div class="tip admonition">
 <p class="admonition-title">Challenges with including tests and data in a package wheel</p>
-<p>Tests, especially when accompanied by test data can create a few small challenges including:</p>
+<p>Tests, especially when accompanied by test data, can create a few small challenges, including:</p>
 <ul class="simple">
-<li><p>Take up space in your distribution which will build up over time as storage space on PyPI</p></li>
-<li><p>Large file sizes can also slow down package install.</p></li>
+<li><p>Take up space in your distribution, which will build up over time as storage space on PyPI</p></li>
+<li><p>Large file sizes can also slow down package installation.</p></li>
 </ul>
-<p>However, in some cases, particularly in the scientific Python ecosystems you may need to include tests.</p>
+<p>However, in some cases, particularly in the scientific Python ecosystem, you may need to include tests.</p>
 </div>
 </section>
 <section id="don-t-include-test-suite-datasets-in-your-package">
 <h3><strong>Don’t include test suite datasets in your package</strong><a class="headerlink" href="#don-t-include-test-suite-datasets-in-your-package" title="Link to this heading">#</a></h3>
-<p>If you do include your tests in your package distribution, we strongly
+<p>If you include your tests in your package distribution, we strongly
 discourage you from including data in your test suite directory. Rather,
 host your test data in a repository such as Figshare or Zenodo. Use a
 tool such as <a class="reference external" href="https://www.fatiando.org/pooch/latest/">Pooch</a> to access
 the data when you (or a user) runs tests.</p>
-<p>Check out the testing section of our guide for more information about tests.</p>
+<p>For more information about Python package tests, see the <a class="reference internal" href="../tests/index.html#tests-intro"><span class="std std-ref">tests section of our guide</span></a>.</p>
 <ul class="simple">
 <li><p>The <strong>src/package</strong> layout is semantically more clear. Code is always found in the
 <strong>src/package</strong> directory, <code class="docutils literal notranslate"><span class="pre">tests/</span></code> and <code class="docutils literal notranslate"><span class="pre">docs/</span></code>are in the root directory.</p></li>
 </ul>
 <div class="admonition important">
 <p class="admonition-title">Important</p>
-<p>If your package tests require data, we suggest that you do NOT include that
-data within your package structure. We will discuss this in more detail in a
-tutorial. Include data in your package structure increases the size of your
+<p>If your package tests require data, do NOT include that
+data within your package structure. Including data in your package structure increases the size of your
 distribution files. This places a maintenance toll on repositories like PyPI and
 Anaconda.org that have to deal with thousands of package uploads.</p>
 </div>
+<p><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-success sd-rounded-pill float-left reference external" href="/tutorials/installable-code.html#step-1-set-up-the-package-directory-structure"><span>
+Click here for a quickstart tutorial on creating your Python package.</span></a></p>
 </section>
 </section>
-<section id="about-the-flat-python-package-layout">
-<h2>About the flat Python package layout<a class="headerlink" href="#about-the-flat-python-package-layout" title="Link to this heading">#</a></h2>
-<p>Currently most scientific packages use the <strong>flat-layout</strong> given:</p>
+<section id="what-is-the-flat-python-package-layout">
+<span id="flat-layout"></span><h2>What is the flat Python package layout?<a class="headerlink" href="#what-is-the-flat-python-package-layout" title="Link to this heading">#</a></h2>
+<p>Many scientific packages use the <strong>flat-layout</strong> given:</p>
 <ul class="simple">
-<li><p>It’s the most commonly found layout with the scientific Python ecosystem and
-people tend to look to other packages / maintainers that they respect for examples
-of how to build Python packages.</p></li>
-<li><p>Many Python tools depend upon tools in other language and / or complex builds
-with compilation steps. Many developers thus appreciate / are used to features
-of the flat layout.</p></li>
+<li><p>This layout is used by many core scientific Python packages such as NumPy, SciPy, and Matplotlib.</p></li>
+<li><p>Many Python tools depend upon tools in other languages and/or complex builds
+with compilation steps. Many maintainers prefer features
+of the flat layout for more complex builds.</p></li>
 </ul>
-<p>While we present this layout here in our guide, we suggest that those just
-getting started with python packaging start with the src/package layout
-discussed above. Numerous packages in the ecosystem <a class="reference external" href="https://github.com/scikit-build/cmake-python-distributions/pull/145">have had to move to a
-src/ layout</a></p>
+<p>While we suggest that you use the <strong>src/package</strong> layout discussed above, it’s important to also
+understand the flat layout, especially if you plan to contribute to a package that uses this layout.</p>
 <div class="tip admonition">
 <p class="admonition-title">Why most scientific Python packages do not use source</p>
-<p>In most cases the advantages of using the <strong>src/package</strong> layout for
-larger scientific packages that already use flat approach are not worth it.
-Moving from a flat layout to a <strong>src/package</strong> layout would come at a significant cost to
-maintainers.</p>
+<p>In most cases, moving to the <strong>src/package</strong> layout for
+larger scientific packages that already use a flat layout would consume significant time.</p>
 <p>However, the advantages of using the  <strong>src/package</strong> layout for a beginner are significant.
-As such, we recommend that if you are getting started with creating a package,
-that you consider using a  <strong>src/package</strong> layout.</p>
+As such, we recommend that you use the <strong>src/package</strong> layout if you are creating a new package.</p>
+<p>Numerous packages in the ecosystem <a class="reference external" href="https://github.com/scikit-build/cmake-python-distributions/pull/145">have had to move to a
+<strong>src/package</strong> layout</a>.</p>
 </div>
 </section>
 <section id="what-does-the-flat-layout-structure-look-like">
@@ -690,7 +693,7 @@ <h3>Benefits of using the flat layout in your Python package<a class="headerlink
 </ul>
 <p>It would be a significant maintenance cost and burden to move all of these
 packages to a different layout. The potential benefits of the source layout
-for these tools is not worth the maintenance investment.</p>
+for these tools are not worth the maintenance investment.</p>
 </div>
 <!--
 Not sure where to put this now ... most new users won't have multiple packages. Maybe this goes into the complex packing page as we build that out?
@@ -698,13 +701,13 @@ <h3>Benefits of using the flat layout in your Python package<a class="headerlink
 ```{admonition} Multiple packages in a src/ folder
 :class: tip
 
-In some more advanced cases you may have more than one package in your src/ directory. See [black's GitHub repo](https://github.com/psf/black/tree/main/src) for an example of this. However, for most beginners you will likely only have one sub-directory in your **src/** folder.
+In some more advanced cases, you may have more than one package in your **src/** directory. See [Black's GitHub repo](https://github.com/psf/black/tree/main/src) for an example of this. However, for most beginners you will likely only have one sub-directory in your **src/** folder.
 ``` -->
 <!--
 ```{admonition} A few notes about the src/ layout
 :class: tip
 
-It is important to note here that sometimes when using the src/package structure the directory name (e.g. package name) is different from the actual project or package name. What is important to take away here is that you should store your code within a sub directory within **src/**.
+It is important to note here that sometimes, when using the **src/package** structure, the directory name (e.g., package name) is different from the actual project or package name. What is important to take away here is that you should store your code within a subdirectory within **src/**.
 ``` -->
 </section>
 </section>
@@ -726,7 +729,7 @@ <h3>Benefits of using the flat layout in your Python package<a class="headerlink
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Python package structure information</p>
+        <p class="prev-next-title">Python Package Structure</p>
       </div>
     </a>
     <a class="right-next"
@@ -757,12 +760,13 @@ <h3>Benefits of using the flat layout in your Python package<a class="headerlink
   </div>
   <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
     <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#what-is-the-python-package-source-layout">What is the Python package source layout?</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#the-src-layout-and-testing">The src/ layout and testing</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sometimes-tests-are-needed-in-a-distribution">Sometimes tests are needed in a distribution</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#don-t-include-tests-in-your-package-wheel">Don’t include tests in your package wheel</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#don-t-include-test-suite-datasets-in-your-package"><strong>Don’t include test suite datasets in your package</strong></a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#about-the-flat-python-package-layout">About the flat Python package layout</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#what-is-the-flat-python-package-layout">What is the flat Python package layout?</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#what-does-the-flat-layout-structure-look-like">What does the flat layout structure look like?</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#benefits-of-using-the-flat-layout-in-your-python-package">Benefits of using the flat layout in your Python package</a></li>
 </ul>
diff --git a/package-structure-code/python-package-versions.html b/package-structure-code/python-package-versions.html
index 47d0d2d5..acfd536a 100644
--- a/package-structure-code/python-package-versions.html
+++ b/package-structure-code/python-package-versions.html
@@ -464,7 +464,7 @@
       </a>
     </li>
     
-    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python package structure information</a></li>
+    <li class="breadcrumb-item"><a href="intro.html" class="nav-link">Python Package Structure</a></li>
     
     <li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">Creating New Versions of Your Python Package</span></li>
   </ul>
diff --git a/searchindex.js b/searchindex.js
index 0cd0098b..0d4a0921 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1. Basic Tool Users": [[7, "basic-tool-users"]], "2. Potential tool contributors": [[7, "potential-tool-contributors"]], "4 Steps for publishing a Python package on TestPyPI (or PyPI)": [[42, "steps-for-publishing-a-python-package-on-testpypi-or-pypi"]], "<i class=\"fa-regular fa-pen-to-square\"></i> How to Publish your package on conda-forge": [[41, "how-to-publish-your-package-on-conda-forge"]], "<i class=\"fa-solid fa-hands-bubbles\"></i> Wrap up": [[35, "wrap-up"], [36, "wrap-up"], [41, "wrap-up"], [43, "wrap-up"]], "<i class=\"fa-solid fa-wand-magic-sparkles\"></i> Congratulations - you have added your package to conda-forge.<i class=\"fa-solid fa-wand-magic-sparkles\"></i>": [[41, "congratulations-you-have-added-your-package-to-conda-forge"]], "<i class=\"fa-solid fa-wand-magic-sparkles\"></i> Congratulations - you\u2019ve created your Python package distribution files <i class=\"fa-solid fa-wand-magic-sparkles\"></i>": [[42, "congratulations-you-ve-created-your-python-package-distribution-files"]], "A brief history of conda\u2019s evolution": [[24, null]], "A community-created guidebook": [[19, "a-community-created-guidebook"]], "A dependency example": [[22, null]], "A note about versioning": [[29, null]], "A note for conda users": [[22, null]], "About the .toml format": [[25, "about-the-toml-format"], [43, "about-the-toml-format"]], "About the Python package directory structure": [[39, "about-the-python-package-directory-structure"]], "About the basic package directory structure": [[39, "about-the-basic-package-directory-structure"]], "About the flat Python package layout": [[28, "about-the-flat-python-package-layout"]], "About the pyproject.toml file": [[25, "about-the-pyproject-toml-file"]], "About this guide": [[19, null]], "About this lesson": [[39, null]], "Add a LICENSE & CODE_OF_CONDUCT to your Python package": [[35, null]], "Add a README file to your Python package": [[36, null]], "Add dependencies to your pyproject.toml file": [[25, "add-dependencies-to-your-pyproject-toml-file"]], "Add required dependencies to your pyproject.toml file": [[22, "add-required-dependencies-to-your-pyproject-toml-file"]], "Adding type hints to your docstrings": [[16, "adding-type-hints-to-your-docstrings"]], "Additional Code of Conduct resources": [[35, null]], "Additional dependency resources": [[22, null]], "Additional help": [[0, "additional-help"]], "Additional resources": [[0, "additional-resources"], [24, null]], "Advanced options in the pyproject.toml file": [[25, "advanced-options-in-the-pyproject-toml-file"]], "After hatch init": [[44, "after-hatch-init"]], "An ecosystem of Python build tools": [[26, "an-ecosystem-of-python-build-tools"]], "An example - xclim": [[27, "an-example-xclim"]], "An example of how a license determine how code can be reused": [[13, null]], "An overview of licenses in the scientific Python ecosystem": [[35, null]], "Annex": [[0, "annex"]], "Author names & emails": [[43, null]], "Avoid manually updating Python package version numbers if you can": [[29, "avoid-manually-updating-python-package-version-numbers-if-you-can"]], "Before hatch init": [[44, "before-hatch-init"]], "Before you submit your pull request": [[0, "before-you-submit-your-pull-request"]], "Benefits of using a pyproject.toml file": [[25, "benefits-of-using-a-pyproject-toml-file"]], "Benefits of using the flat layout in your Python package": [[28, "benefits-of-using-the-flat-layout-in-your-python-package"]], "Best: a docstring with example use of the function": [[16, "best-a-docstring-with-example-use-of-the-function"]], "Beware of too much type hinting": [[16, null]], "Black": [[20, "black"]], "Brief overview of the TOML file": [[39, null]], "Build back-end support for non pure-python packages": [[26, "build-back-end-support-for-non-pure-python-packages"]], "Build back-ends": [[26, "build-back-ends"]], "Build front-end vs. build back-end tools": [[26, "build-front-end-vs-build-back-end-tools"]], "Building the Translated Documentation": [[1, "building-the-translated-documentation"]], "CHANGELOG.md Guide": [[8, null]], "CI & pull requests": [[33, "ci-pull-requests"]], "Challenges using setuptools": [[26, "challenges-using-setuptools"]], "Challenges with PDM": [[26, "challenges-with-pdm"]], "Challenges with Poetry": [[26, "challenges-with-poetry"]], "Challenges with Poetry dependency pinning": [[26, null]], "Challenges with including tests and data in a package wheel": [[28, null]], "Check that hatch installed correctly": [[38, "check-that-hatch-installed-correctly"]], "Choosing a build back-end": [[26, "choosing-a-build-back-end"]], "Chose a build workflow tool": [[26, "chose-a-build-workflow-tool"]], "Clone your forked repository": [[0, "clone-your-forked-repository"]], "Code Formatters (and stylers)": [[20, "code-formatters-and-stylers"]], "Code Linting": [[20, "code-linting"]], "Code examples": [[0, "code-examples"]], "Code linting, formatting and styling tools": [[20, "code-linting-formatting-and-styling-tools"]], "Code should also be clean & readable & documented": [[40, "code-should-also-be-clean-readable-documented"]], "Combining sets of dependencies": [[22, "combining-sets-of-dependencies"]], "Command Line Reference Guide": [[37, null]], "Commit your changes": [[0, "commit-your-changes"]], "Commonly used Sphinx themes": [[5, "commonly-used-sphinx-themes"]], "Comparing unit, integration and end-to-end tests": [[32, "comparing-unit-integration-and-end-to-end-tests"]], "Comparison to other tools": [[38, null]], "Complex Python package builds": [[21, null]], "Conda-forge publication steps": [[41, "conda-forge-publication-steps"]], "Configure Hatch": [[38, "configure-hatch"]], "Congratulations! 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Package": [[17, null]], "Create a README.md file for your package": [[36, "create-a-readme-md-file-for-your-package"]], "Create a new branch": [[0, "create-a-new-branch"]], "Create a virtual environment": [[0, "create-a-virtual-environment"]], "Create optional dependency groups": [[22, "create-optional-dependency-groups"]], "Create tutorials in your Python package documentation": [[15, null]], "Creating New Versions of Your Python Package": [[29, null]], "Creating code for documentation": [[0, "creating-code-for-documentation"]], "Dependencies can be added to your pyproject.toml file": [[22, null]], "Dependencies in Read the Docs": [[22, "dependencies-in-read-the-docs"]], "Docstring examples Better and Best": [[16, "docstring-examples-better-and-best"]], "Document the code in your package\u2019s API using docstrings": [[16, null]], "Documentation": [[19, "documentation"]], "Documentation Files That Should be in your Python Package Repository": [[12, null]], "Documentation elements that pyOpenSci looks for reviewing a Python package": [[7, "documentation-elements-that-pyopensci-looks-for-reviewing-a-python-package"]], "Documentation for your Open Source Python Package": [[7, null]], "Documentation is critical for your Python package\u2019s success": [[7, "documentation-is-critical-for-your-python-package-s-success"]], "Documentation syntax: markdown vs. myST vs. rst syntax to create your docs": [[3, null]], "Don\u2019t include test suite datasets in your package": [[28, "don-t-include-test-suite-datasets-in-your-package"]], "Editing the Translation Files": [[1, "editing-the-translation-files"]], "End-to-end (functional) tests": [[32, "end-to-end-functional-tests"]], "Environment Setup": [[37, "environment-setup"]], "Example CODE_OF_CONDUCT files": [[9, null]], "Example GitHub Actions that runs tests": [[33, "example-github-actions-that-runs-tests"]], "Example application of isort": [[20, "example-application-of-isort"]], "Example build steps that can be simplified using a front-end tool": [[26, "example-build-steps-that-can-be-simplified-using-a-front-end-tool"]], "Example contributing files": [[10, null]], "Example pyproject.toml files": [[43, "example-pyproject-toml-files"]], "Example pyproject.toml for building using hatchling": [[25, "example-pyproject-toml-for-building-using-hatchling"]], "Example pyproject.toml for building using setuptools": [[25, "example-pyproject-toml-for-building-using-setuptools"]], "Example scientific packages that use src/package layout": [[28, null]], "Flake8": [[20, "flake8"]], "Flit": [[26, "flit"]], "Flit Features": [[26, "flit-features"]], "Follow the steps below to create your token.": [[42, "follow-the-steps-below-to-create-your-token"]], "Footnotes": [[35, "footnotes"], [39, "footnotes"], [41, "footnotes"], [42, "footnotes"]], "For zsh shell users": [[22, null]], "Forking the repository": [[0, "forking-the-repository"]], "Four elements of a good open source documentation landing page": [[17, "four-elements-of-a-good-open-source-documentation-landing-page"]], "Frequently Asked Questions (FAQ)": [[1, "frequently-asked-questions-faq"]], "General pre commit checks": [[20, "general-pre-commit-checks"]], "Get to Know Hatch": [[38, null]], "Get to know Hatch": [[44, null]], "GitHub & GitLab vs. Git": [[40, null]], "GitHub archive vs sdist": [[27, null]], "Google Analytics": [[6, "google-analytics"]], "Gradually adding type hints": [[16, "gradually-adding-type-hints"]], "Guidelines for pyOpenSci\u2019s packaging recommendations": [[23, "guidelines-for-pyopensci-s-packaging-recommendations"]], "Hatch": [[26, "hatch"]], "Hatch (or other tools like PDM) Cons": [[29, "hatch-or-other-tools-like-pdm-cons"]], "Hatch (or other tools like PDM) Pros": [[29, "hatch-or-other-tools-like-pdm-pros"]], "Hatch and environments": [[42, "hatch-and-environments"]], "Hatch and project names": [[39, null]], "Hatch example setup in your pyproject.toml": [[29, "hatch-example-setup-in-your-pyproject-toml"]], "Hatch features": [[26, "hatch-features"], [38, "hatch-features"]], "How Python discovers and prioritizes importing modules": [[28, null]], "How can I get help with my translation?": [[1, "how-can-i-get-help-with-my-translation"]], "How do I handle formatting in the translated text?": [[1, "how-do-i-handle-formatting-in-the-translated-text"]], "How do I handle links in the translated text?": [[1, "how-do-i-handle-links-in-the-translated-text"]], "How do I handle strings that are too long for a single line?": [[1, "how-do-i-handle-strings-that-are-too-long-for-a-single-line"]], "How do I know what type of tests to write?": [[34, "how-do-i-know-what-type-of-tests-to-write"]], "How do I know when a translation is ready to be released?": [[1, "how-do-i-know-when-a-translation-is-ready-to-be-released"]], "How do I know which strings need to be translated?": [[1, "how-do-i-know-which-strings-need-to-be-translated"]], "How do I translate images?": [[1, "how-do-i-translate-images"]], "How do maintainers use it?": [[8, "how-do-maintainers-use-it"]], "How do you declare dependencies?": [[22, "how-do-you-declare-dependencies"]], "How does this relate to code for a research project?": [[40, null]], "How is pyproject.toml metadata used?": [[43, "how-is-pyproject-toml-metadata-used"]], "How publishing to conda-forge works": [[41, "how-publishing-to-conda-forge-works"]], "How the Python Packaging Guide is structured": [[0, "how-the-python-packaging-guide-is-structured"]], "How the pyproject.toml is used when you build a package": [[25, "how-the-pyproject-toml-is-used-when-you-build-a-package"]], "How to add a CODE_OF_CONDUCT file to your package directory": [[35, "how-to-add-a-code-of-conduct-file-to-your-package-directory"]], "How to add a LICENSE file to your package directory": [[35, "how-to-add-a-license-file-to-your-package-directory"]], "How to add a LICENSE to your package - the manual way": [[35, "how-to-add-a-license-to-your-package-the-manual-way"]], "How to build the guide locally": [[0, "how-to-build-the-guide-locally"]], "How to choose a license": [[13, "how-to-choose-a-license"]], "How to commit your changes": [[0, "how-to-commit-your-changes"]], "How to create the distribution format that PyPI and Pip expects?": [[27, "how-to-create-the-distribution-format-that-pypi-and-pip-expects"]], "How to edit a MarkDown file": [[0, "how-to-edit-a-markdown-file"]], "How to get help": [[0, "how-to-get-help"]], "How to make a pull request": [[0, "how-to-make-a-pull-request"]], "How to publish your Python package documentation online": [[4, null]], "How to submit to conda-forge": [[24, "how-to-submit-to-conda-forge"]], "How to update your pyproject.toml file": [[43, "how-to-update-your-pyproject-toml-file"]], "How to use code formatter in your local workflow": [[20, "how-to-use-code-formatter-in-your-local-workflow"]], "I am interested in translating the guide into a language that is not listed. How can I get started?": [[1, "i-am-interested-in-translating-the-guide-into-a-language-that-is-not-listed-how-can-i-get-started"]], "Important": [[1, null], [1, null]], "Important pyproject.toml take aways": [[25, null]], "Important: make sure that you closely follow the guidelines outlines by the License that you chose": [[13, "important-make-sure-that-you-closely-follow-the-guidelines-outlines-by-the-license-that-you-chose"]], "Install Hatch": [[38, "install-hatch"]], "Install dependency groups": [[22, "install-dependency-groups"]], "Install the development dependencies": [[0, "install-the-development-dependencies"]], "Install your package from TestPyPI": [[42, "install-your-package-from-testpypi"]], "Installing packages from GitHub": [[39, null]], "Installing packages from GitHub / Gitlab": [[22, null]], "Integration tests": [[32, "integration-tests"]], "Introduction": [[8, "introduction"]], "Isort": [[20, "isort"]], "Issues or Ticket Trackers": [[40, "issues-or-ticket-trackers"]], "Key Takeways": [[29, null]], "Learn about Building a Python Package": [[27, null]], "Learn more about building Python packages in our guide": [[42, null]], "Learn more about building a Python package": [[42, null]], "Learn more about flit": [[26, null]], "Learning Objectives": [[40, null], [41, null], [42, null], [43, null], [44, null]], "Learning objectives": [[35, null], [36, null]], "License files for scientific Python open source software": [[13, null]], "License recommendations from the SciPy package": [[13, null]], "Licenses for the scientific Python ecosystem": [[35, null]], "Linters, code formatters and your favorite coding tools": [[20, "linters-code-formatters-and-your-favorite-coding-tools"]], "Linting vs format and style": [[20, "linting-vs-format-and-style"]], "Look for pyospackage in your environment": [[39, "look-for-pyospackage-in-your-environment"]], "Maintaining a conda-forge package": [[41, "maintaining-a-conda-forge-package"]], "Maintaining your conda-forge feedstock": [[41, "maintaining-your-conda-forge-feedstock"]], "Maintaining your conda-forge package repository": [[24, "maintaining-your-conda-forge-package-repository"]], "Make your Python code installable": [[39, null]], "Make your Python package PyPI ready - pyproject.toml": [[43, null]], "Making your package installable - publishing to PyPI & conda-forge": [[40, "making-your-package-installable-publishing-to-pypi-conda-forge"]], "Managing Python package dependency conflicts": [[24, "managing-python-package-dependency-conflicts"]], "Matplotlib as an example": [[40, null]], "Mixing frontend and backend projects": [[21, "mixing-frontend-and-backend-projects"]], "More on hatchling": [[43, null]], "Next (optional) step - publishing to conda-forge": [[43, "next-optional-step-publishing-to-conda-forge"]], "Note": [[44, null]], "Note about setup.py": [[39, null]], "Nox with conda / mamba": [[31, "nox-with-conda-mamba"]], "Nox with venv environments": [[31, "nox-with-venv-environments"]], "OPTIONAL: Adjust project classifiers": [[39, "optional-adjust-project-classifiers"]], "OPTIONAL: If you want to use a manual token-based publication workflow": [[42, "optional-if-you-want-to-use-a-manual-token-based-publication-workflow"]], "Optimizing your documentation so search engines (and other users) find it": [[6, null]], "Optional dependencies": [[22, "optional-dependencies"], [22, "id2"]], "Optional fields to include in the [project] table": [[25, "optional-fields-to-include-in-the-project-table"]], "Optional vs. Required pyproject.toml file fields": [[25, "optional-vs-required-pyproject-toml-file-fields"]], "Other automation tools you\u2019ll see in the wild": [[31, null]], "Other ways you may see packages storing dependencies": [[22, null]], "Overview of the Translation Process": [[1, "overview-of-the-translation-process"]], "PDM": [[26, "pdm"]], "PDM Features": [[26, "pdm-features"]], "PDM support for C and C++ extensions": [[26, null]], "PDM vs. Poetry": [[26, null]], "Package Development": [[37, "package-development"]], "Package Publishing": [[37, "package-publishing"]], "Package tool features table": [[26, "package-tool-features-table"]], "Package-specific token vs trusted publisher": [[42, "package-specific-token-vs-trusted-publisher"]], "Packages are more than just code - 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a static site generator": [[5, "sphinx-a-static-site-generator"]], "Sphinx Gallery benefits": [[15, "sphinx-gallery-benefits"]], "Sphinx gallery challenges": [[15, "sphinx-gallery-challenges"]], "Sphinx sites can be customized using extensions and themes": [[5, "sphinx-sites-can-be-customized-using-extensions-and-themes"]], "Starting a New Language Translation": [[1, "starting-a-new-language-translation"]], "Step 0: Create a README file": [[36, "step-0-create-a-readme-file"]], "Step 1: Add Author, maintainer and project description": [[43, "step-1-add-author-maintainer-and-project-description"]], "Step 1: Add the name of your package as the README title": [[36, "step-1-add-the-name-of-your-package-as-the-readme-title"]], "Step 1: Create a Python package development environment": [[42, "step-1-create-a-python-package-development-environment"]], "Step 1: Install grayskull": [[41, "step-1-install-grayskull"]], "Step 1: Open and Edit Your config.toml File": [[38, "step-1-open-and-edit-your-config-toml-file"]], "Step 1: Set Up the Package Directory Structure": [[39, "step-1-set-up-the-package-directory-structure"]], "Step 2 - update your email and name": [[38, "step-2-update-your-email-and-name"]], "Step 2: Add README and license": [[43, "step-2-add-readme-and-license"]], "Step 2: Add module to your package": [[39, "step-2-add-module-to-your-package"]], "Step 2: Build your package\u2019s sdist and wheel distributions": [[42, "step-2-build-your-package-s-sdist-and-wheel-distributions"]], "Step 2: Fork and clone the conda-forge staged-recipes repository": [[41, "step-2-fork-and-clone-the-conda-forge-staged-recipes-repository"]], "Step 2: add badges to the top of your README file": [[36, "step-2-add-badges-to-the-top-of-your-readme-file"]], "Step 3": [[38, "step-3"]], "Step 3. 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"how-do-i-know-which-strings-need-to-be-translated"]], "How do I translate images?": [[1, "how-do-i-translate-images"]], "How do maintainers use it?": [[8, "how-do-maintainers-use-it"]], "How do you declare dependencies?": [[22, "how-do-you-declare-dependencies"]], "How does this relate to code for a research project?": [[40, null]], "How is pyproject.toml metadata used?": [[43, "how-is-pyproject-toml-metadata-used"]], "How publishing to conda-forge works": [[41, "how-publishing-to-conda-forge-works"]], "How the Python Packaging Guide is structured": [[0, "how-the-python-packaging-guide-is-structured"]], "How the pyproject.toml is used when you build a package": [[25, "how-the-pyproject-toml-is-used-when-you-build-a-package"]], "How this content is developed": [[23, null]], "How to add a CODE_OF_CONDUCT file to your package directory": [[35, "how-to-add-a-code-of-conduct-file-to-your-package-directory"]], "How to add a LICENSE file to your package directory": [[35, 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21, 22, 25, 26, 27, 28, 29, 32, 36, 38, 39, 40, 41, 42, 43], "caso": 1, "catalog": 1, "catch": [32, 34], "categori": [1, 8, 13, 21, 25, 27, 31, 43], "caus": [25, 27, 43], "caution": [13, 26], "cautiou": [43, 44], "caveat": 39, "cc": 13, "cd": [1, 39, 40, 41], "celsiu": 32, "celsius_to_fahrenheit": 32, "central": 8, "cerca": 1, "certain": [1, 32, 40, 44], "cfep": 41, "cff": 13, "cfg": [22, 25, 38, 39], "chagelog": 8, "challeng": [9, 31, 35, 43], "chanc": 24, "chang": [7, 8, 11, 19, 20, 21, 26, 28, 29, 33, 34, 40, 41, 43, 44], "changelog": [27, 28], "channel": [1, 23, 27, 41, 42, 43], "chapter": [28, 29], "charact": [1, 20, 39, 42], "characterist": 28, "cheatsheet": 43, "check": [0, 1, 7, 13, 15, 16, 23, 24, 26, 28, 29, 30, 31, 32, 34, 35, 36, 37, 39, 40, 41, 42, 43, 44], "checker": 43, "checklist": [14, 32], "checkout": [0, 23, 33, 41], "chief": 14, "choic": [1, 21, 26, 29, 31, 43], "choos": [0, 1, 16, 25, 35, 39, 43], "choosealicens": [13, 35, 38], "chose": [3, 6, 20, 21, 22, 38], 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35, 41, 42, 43], "contrast": 16, "contribut": [3, 7, 8, 9, 11, 13, 16, 17, 20, 22, 25, 27, 28, 33, 34, 36, 40], "contributing_exampl": 0, "contributor": [0, 1, 8, 9, 11, 14, 15, 16, 19, 20, 22, 25, 26, 29, 30, 33, 34, 35, 36, 43], "control": [25, 26], "conveni": [31, 44], "convent": [8, 27, 29, 35, 39], "convers": [16, 29, 35], "convert": [16, 27, 32, 38], "coordin": [1, 16, 20], "copi": [0, 13, 35, 36, 39, 41, 42], "copyright": 39, "core": [3, 6, 16, 19, 20, 21, 23, 24, 25, 26, 27, 32, 35, 36, 39, 40, 43], "corner": [0, 16], "corpor": 43, "correct": [0, 16, 21, 25, 26, 27, 32, 34, 35, 38, 39, 40, 43, 44], "correctli": [0, 1, 20, 24, 26, 32, 34, 42], "correspond": [1, 37], "cost": 28, "could": [0, 1, 7, 20, 26, 27, 29, 31, 32, 34, 36, 40, 41, 42], "council": 13, "cours": [7, 38], "cov": [22, 25, 31], "coven": [9, 35], "cover": [7, 11, 13, 15, 18, 25, 31, 36, 37, 41], "coverag": [0, 31, 33], "cpython": 39, "creat": [1, 4, 5, 8, 9, 11, 13, 14, 16, 18, 20, 21, 23, 24, 25, 26, 28, 31, 32, 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-<meta name="description" content="Tests are an important part of your Python package because they provide a set of checks that ensure that your package is functioning how you expect it to. In this section you will learn more about ..." />
+<meta name="description" content="Tests are an important part of your Python package because they provide a set of checks that ensure that your package is functioning how you expect it to. In this section, you will learn more about..." />
 <meta name="twitter:card" content="summary_large_image" />
     <link href="https://www.pyopensci.org/images/favicon.ico" rel="icon" type="image/x-icon">
     <title>Tests and data for your Python package &#8212; Python Packaging Guide</title>
@@ -473,12 +473,12 @@
                 <article class="bd-article">
                   
   <section id="tests-and-data-for-your-python-package">
-<h1>Tests and data for your Python package<a class="headerlink" href="#tests-and-data-for-your-python-package" title="Link to this heading">#</a></h1>
+<span id="tests-intro"></span><h1>Tests and data for your Python package<a class="headerlink" href="#tests-and-data-for-your-python-package" title="Link to this heading">#</a></h1>
 <p>Tests are an important part of your Python package because they
 provide a set of checks that ensure that your package is
 functioning how you expect it to.</p>
-<p>In this section you will learn more about the importance of writing
-tests for your Python package and how you can setup infrastructure
+<p>In this section, you will learn more about the importance of writing
+tests for your Python package and how you can set up infrastructure
 to run your tests both locally and on GitHub.</p>
 <div class="sd-container-fluid sd-sphinx-override sd-mb-4 text-center docutils">
 <div class="sd-row sd-row-cols-1 sd-row-cols-xs-1 sd-row-cols-sm-1 sd-row-cols-md-3 sd-row-cols-lg-2 sd-g-3 sd-g-xs-3 sd-g-sm-3 sd-g-md-3 sd-g-lg-3 docutils">
diff --git a/tutorials/intro.html b/tutorials/intro.html
index fe455f26..9c4aca4e 100644
--- a/tutorials/intro.html
+++ b/tutorials/intro.html
@@ -490,7 +490,7 @@
                 <article class="bd-article">
                   
   <section id="python-packaging-101">
-<h1>Python packaging 101<a class="headerlink" href="#python-packaging-101" title="Link to this heading">#</a></h1>
+<span id="packaging-101"></span><h1>Python packaging 101<a class="headerlink" href="#python-packaging-101" title="Link to this heading">#</a></h1>
 <p><em>A start to finish beginner-friendly tutorial</em></p>
 <p>Welcome to the pyOpenSci Python packaging tutorial series. The lessons
 on the upcoming pages walk you through the core steps needed to
@@ -534,7 +534,7 @@ <h2>Who are these tutorials for?<a class="headerlink" href="#who-are-these-tutor
 </div>
 </section>
 <section id="what-is-a-python-package">
-<h2>What is a Python package?<a class="headerlink" href="#what-is-a-python-package" title="Link to this heading">#</a></h2>
+<span id="what-is-a-package"></span><h2>What is a Python package?<a class="headerlink" href="#what-is-a-python-package" title="Link to this heading">#</a></h2>
 <p>At a high level, you can think about a Python package as a toolbox
 that you can use to perform various tasks.</p>
 <p>A Python package is basically a directory with a specific
diff --git a/tutorials/setup-py-to-pyproject-toml.html b/tutorials/setup-py-to-pyproject-toml.html
index 1441937f..809e2c51 100644
--- a/tutorials/setup-py-to-pyproject-toml.html
+++ b/tutorials/setup-py-to-pyproject-toml.html
@@ -64,7 +64,7 @@
     <link rel="canonical" href="https://www.pyopensci.org/python-package-guide/tutorials/setup-py-to-pyproject-toml.html" />
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Python package structure information" href="../package-structure-code/intro.html" />
+    <link rel="next" title="Python Package Structure" href="../package-structure-code/intro.html" />
     <link rel="prev" title="Command Line Reference Guide" href="command-line-reference.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -612,7 +612,7 @@ <h2>Step-by-Step Guide<a class="headerlink" href="#step-by-step-guide" title="Li
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Python package structure information</p>
+        <p class="prev-next-title">Python Package Structure</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>