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+(collaboration)=
+
+# Collaborative version control and code review
+
+```{toctree}
+:maxdepth: 1
+
+collaboration/concepts.md
+collaboration/same-repository.md
+collaboration/code-review.md
+collaboration/forking-workflow.md
+collaboration/demo-discussion.md
+```
diff --git a/_sources/collaboration/code-review.md.txt b/_sources/collaboration/code-review.md.txt
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+(code-review)=
+
+# Practicing code review
+
+In this episode we will practice the code review process. We will learn how to
+ask for changes in a pull request, how to suggest a change in a pull request,
+and how to modify a pull request.
+
+This will enable research groups to work more collaboratively and to not only
+improve the code quality but also to learn from each other.
+
+
+## Exercise
+
+:::{prereq} Exercise preparation
+We can continue in the same exercise repository which we have used in the
+previous episode.
+:::
+
+:::{exercise} Exercise: Practicing code review (25 min)
+
+**Technical requirements**:
+- If you create the commits locally: [Being able to authenticate to GitHub](https://coderefinery.github.io/installation/ssh/)
+
+**What is familiar** from previous lessons:
+- Creating a branch.
+- Committing a change on the new branch.
+- Opening and merging pull requests.
+
+**What will be new** in this exercise:
+- As a reviewer, we will learn how to ask for changes in a pull request.
+- As a reviewer, we will learn how to suggest a change in a pull request.
+- As a submitter, we will learn how to modify a pull request without closing
+  the incomplete one and opening a new one.
+
+**Exercise tasks**:
+1. Create a new branch and one or few commits: in these improve something but also
+   deliberately introduce a typo and also a larger mistake which we will want to fix during the code review.
+1. Open a pull request towards the main branch.
+1. As a reviewer to somebody else's pull request, ask for an improvement and
+   also directly suggest a change for the small typo. (Hint:
+   suggestions are possible through the GitHub web interface, view of
+   a pull request, "Files changed" view, after selecting some lines.
+   Look for the "±" button.)
+1. As the submitter, learn how to accept the suggested change.  (Hint:
+   GitHub web interface, "Files Changed" view.)
+1. As the submitter, improve the pull request without having to close and open
+   a new one: by adding a new commit to the same branch. (Hint: push
+   to the branch again.)
+1. Once the changes are addressed, merge the pull request.
+:::
+
+
+## Help and discussion
+
+From here on out, we don't give detailed steps to the solution.  You
+need to combine what you know, and the extra info below, in order to
+solve the above.
+
+### How to ask for changes in a pull request
+
+Technically, there are at least two common ways to ask for changes in a pull
+request.
+
+Either in the comment field of the pull request:
+:::{figure} img/code-review/comment.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of a pull request comment field
+::::
+
+Or by using the "Review changes":
+:::{figure} img/code-review/files-changed.png
+:width: 100%
+:class: with-border
+:alt: Screenshot of a pull request navigating to the "Review changes" tab
+::::
+
+And always please be kind and constructive in your comments. Remember that the
+goal is not gate-keeping but **collaborative learning**.
+
+
+### How to suggest a change in a pull request as a reviewer
+
+If you see a very small problem that is easy to fix, you can suggest a change
+as a reviewer.
+
+Instead of asking the submitter to tiny problem, you can suggest a change by
+clicking on the plus sign next to the line number in the "Files changed" tab:
+:::{figure} img/code-review/leave-comment.png
+:width: 100%
+:class: with-border
+:alt: Screenshot of leaving a comment to a line in a pull request
+::::
+
+Here you can comment on specific lines or even line ranges.
+
+But now the interesting part is to click on the "Add a suggestion" symbol (the
+one that looks like plus and minus). Now you can fix the tiny problem (in this
+case a typo) and then click on the "Add single comment" button:
+:::{figure} img/code-review/add-suggestion.png
+:width: 60%
+:class: with-border
+:alt: Sequence of clicks to add a suggestion to a line in a pull request
+::::
+
+The result is this and the submitter can accept the change with a single click:
+:::{figure} img/code-review/commit-suggestion.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of a pull request with a suggested change
+::::
+
+After accepting with "Commit suggestion", the improvement gets added to the
+pull request.
+
+
+### How to modify a pull request to address the review comments
+
+If the reviewer asks for changes, it is not necessary to close the pull request
+and later open a new one. It can even be counter-productive to do so: This can
+fragment the discussion and the history of the pull request and can make it
+harder to understand the context of the changes.
+
+A much better mechanism to recognize that pull requests are not implemented
+from a specific commit to a specific branch, but **always from a branch to a
+branch**.
+
+This means that you can make amendments to the pull request by adding new
+commits to the same source branch. This way the pull request will be updated
+automatically and the reviewer can see the new changes and comment on them.
+
+The fact that pull requests are from branch to branch also strongly suggests
+that it is a good practice to create a new branch for each pull request.
+Otherwise you could accidentally modify an open pull request by adding new
+commits to the source branch.
+
+
+## Summary
+
+- Our process isn't just about code now.  It's about discussion and
+  working together to make the whole process better.
+- GitHub discussions and reviewing are quite powerful and can make
+  small changes easy.
diff --git a/_sources/collaboration/concepts.md.txt b/_sources/collaboration/concepts.md.txt
new file mode 100644
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+++ b/_sources/collaboration/concepts.md.txt
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+(concepts)=
+
+# Concepts around collaboration
+
+```{objectives}
+- Be able to decide whether to divide work at the branch level or at the repository level.
+```
+
+
+## Commits, branches, repositories, forks, clones
+
+- **repository**: The project, contains all data and history (commits, branches, tags).
+- **commit**: Snapshot of the project, gets a unique identifier (e.g. `c7f0e8bfc718be04525847fc7ac237f470add76e`).
+- **branch**: Independent development line. The main development line is often called `main`.
+- **tag**: A pointer to one commit, to be able to refer to it later. Like a [commemorative plaque](https://en.wikipedia.org/wiki/Commemorative_plaque)
+  that you attach to a particular commit (e.g. `phd-printed` or `paper-submitted`).
+- **cloning**: Copying the whole repository to your laptop - the first time. It is not necessary to download each file one by one.
+- **forking**: Taking a copy of a repository (which is typically not yours) - your
+  copy (fork) stays on GitHub/GitLab and you can make changes to your copy.
+
+
+## Cloning a repository
+
+In order to make a complete copy a whole repository, the `git clone` command
+can be used. When cloning, all the files, of all or selected branches, of a
+repository are copied in one operation. Cloning of a repository is of relevance
+in a few different situations:
+* Working on your own, cloning is the operation that you can use to create
+  multiple instances of a repository on, for instance, a personal computer, a
+  server, and a supercomputer.
+* The parent repository could be a repository that you or your colleague own. A
+  common use case for cloning is when working together within a smaller team
+  where everyone has read and write access to the same git repository.
+* Alternatively, cloning can be made from a public repository of a code that
+  you would like to use. Perhaps you have no intention to work on the code, but
+  would like to stay in tune with the latest developments, also in-between
+  releases of new versions of the code.
+
+
+```{figure} img/overview/forkandclone.png
+:alt: Forking and cloning
+:width: 100%
+:class: with-border
+
+Forking and cloning
+```
+
+
+## Forking a repository
+
+When a fork is made on GitHub/GitLab a complete copy, of all or selected
+branches, of the repository is made. The copy will reside under a different
+account on GitHub/GitLab. Forking of a repository is of high relevance when
+working with a git repository to which you do not have write access.
+* In the fork repository commits can be made to the base branch (`main` or
+  `master`), and to other branches.
+* The commits that are made within the branches of the fork repository can be
+  contributed back to the parent repository by means of pull or merge requests.
+
+
+## Synchronizing changes between repositories
+
+- We need a mechanism to communicate changes between the repositories.
+- We will **pull** or **fetch** updates **from** remote repositories (we will soon discuss the difference between pull and fetch).
+- We will **push** updates **to** remote repositories.
+- We will learn how to suggest changes within repositories on GitHub and across repositories (**pull request**).
+- Repositories that are forked or cloned do not automatically synchronize themselves:
+  We will learn how to update forks (by pulling from the "central" repository).
+- A main difference between cloning a repository and forking a repository is that the former is a general operation for generating copies of a repository to different computers, whereas forking is a particular operation implemented on GitHub/GitLab.
diff --git a/_sources/collaboration/demo-discussion.md.txt b/_sources/collaboration/demo-discussion.md.txt
new file mode 100644
index 0000000..d6b4f28
--- /dev/null
+++ b/_sources/collaboration/demo-discussion.md.txt
@@ -0,0 +1,5 @@
+(collaboration-demo-discussion)=
+
+# Conclict resolution, rebasing, and organizational strategies
+
+(40 min demo and discussion)
diff --git a/_sources/collaboration/forking-workflow.md.txt b/_sources/collaboration/forking-workflow.md.txt
new file mode 100644
index 0000000..f8c254d
--- /dev/null
+++ b/_sources/collaboration/forking-workflow.md.txt
@@ -0,0 +1,223 @@
+(forking-workflow)=
+
+# How to contribute changes to repositories that belong to others
+
+In this episode we prepare you to suggest and contribute changes to
+repositories that belong to others. These might be open source projects that
+you use in your work.
+
+We will see how Git and services like GitHub or GitLab can be used to suggest
+modification without having to ask for write access to the repository and
+accept modifications without having to grant write access to others.
+
+
+## Exercise
+
+:::{prereq} Exercise preparation
+- The exercise repository is now different:
+  <https://github.com/workshop-material/recipe-book-forking-exercise> (note the `-forking-exercise`).
+- First **fork** the exercise repository to your GitHub account.
+- Then **clone your fork** to your computer (if you wish to work locally).
+- Double-check that you have forked the correct repository.
+:::
+
+:::{exercise} Exercise: Collaborating within the same repository (25 min)
+
+**Technical requirements**:
+- If you create the commits locally: [Being able to authenticate to GitHub](https://coderefinery.github.io/installation/ssh/)
+
+**What is familiar** from previous lessons:
+- Forking a repository.
+- Creating a branch.
+- Committing a change on the new branch.
+- Opening and merging pull requests.
+
+**What will be new** in this exercise:
+- Opening a pull request towards the upstream repository.
+- Pull requests can be coupled with automated testing.
+- Learning that your fork can get out of date.
+- After the pull requests are merged, updating your fork with the changes.
+- Learn how to approach other people's repositories with ideas, changes, and requests.
+
+**Exercise tasks**:
+1. Open an issue in the upstream exercise repository where you describe the
+   change you want to make. Take note of the issue number.
+1. Create a new branch in your fork of the repository.
+1. Make a change to the recipe book on the new branch and in the commit cross-reference the issue you opened.
+   See the walk-through below for how to do this.
+1. Open a pull request towards the upstream repository.
+1. The instructor will review and merge the pull requests.
+   During the review, pay attention to the automated test step (here for
+   demonstration purposes, we test whether the recipe contains an ingredients
+   and an instructions sections).
+1. After few pull requests are merged, update your fork with the changes.
+1. Check that in your fork you can see changes from other people's pull requests.
+:::
+
+
+## Help and discussion
+
+
+### Help! I don't have permissions to push my local changes
+
+Maybe you see an error like this one:
+```text
+Please make sure you have the correct access rights
+and the repository exists.
+```
+
+Or like this one:
+```text
+failed to push some refs to workshop-material/recipe-book-forking-exercise.git
+```
+
+In this case you probably try to push the changes not to your fork but to the original repository
+and in this exercise you do not have write access to the original repository.
+
+The simpler solution is to clone again but this time your fork.
+
+:::{solution} Recovery
+
+But if you want to keep your local changes, you can change the remote URL to point to your fork.
+Check where your remote points to with `git remote --verbose`.
+
+It should look like this (replace `USER` with your GitHub username):
+```console
+$ git remote --verbose
+
+origin	git@github.com:USER/recipe-book-forking-exercise.git (fetch)
+origin	git@github.com:USER/recipe-book-forking-exercise.git (push)
+```
+
+It should **not** look like this:
+```console
+$ git remote --verbose
+
+origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (fetch)
+origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (push)
+```
+
+In this case you can adjust "origin" to point to your fork with:
+```console
+$ git remote set-url origin git@github.com:USER/recipe-book-forking-exercise.git
+```
+:::
+
+
+### Opening a pull request towards the upstream repository
+
+We have learned in the previous episode that pull requests are always from
+branch to branch. But the branch can be in a different repository.
+
+When you open a pull request in a fork, by default GitHub will suggest to
+direct it towards the default branch of the upstream repository.
+
+This can be changed and it should always be verified, but in this case this is
+exactly what we want to do, from fork towards upstream:
+:::{figure} img/forking-workflow/pull-request-form.png
+:width: 100%
+:class: with-border
+:alt: Screenshot of a pull request from fork towards upstream
+::::
+
+
+### Pull requests can be coupled with automated testing
+
+We added an automated test here just for fun and so that you see that this is
+possible to do.
+
+In this exercise, the test is silly. It will check whether the recipe contains
+both an ingredients and an instructions section.
+
+In this example the test failed:
+:::{figure} img/forking-workflow/all-checks-failed.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of a failed test in a pull request
+::::
+
+Click on the "Details" link to see the details of the failed test:
+:::{figure} img/forking-workflow/check-details.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of details why the test failed
+::::
+
+**How can this be useful?**
+- The project can define what kind of tests are expected to pass before a pull
+  request can be merged.
+- The reviewer can see the results of the tests, without having to run them
+  locally.
+
+**How does it work?**
+- We added a GitHub Actions workflow
+  to automatically run on each push or pull request towards the `main` branch.
+
+What tests or steps can you image for your project to run automatically with
+each pull request?
+
+
+### How to update your fork with changes from upstream
+
+This used to be difficult but now it is two mouse clicks.
+
+Navigate to your fork and notice how GitHub tells you that your fork is behind.
+In my case, it is 9 commits behind upstream. To fix this, click on "Sync fork"
+and then "Update branch":
+:::{figure} img/forking-workflow/sync-fork.png
+:width: 80%
+:class: with-border
+:alt: Screenshot on GitHub fork page showing that the fork is behind
+::::
+
+After the update my "branch is up to date" with the upstream repository:
+:::{figure} img/forking-workflow/fork-after-update.png
+:width: 80%
+:class: with-border
+:alt: Screenshot on GitHub after fork has been updated
+::::
+
+
+### How to approach other people’s repositories with ideas, changes, and requests
+
+**Contributing very minor changes**
+- Clone or fork+clone repository
+- Create a branch
+- Commit and push change
+- Open a pull request or merge request
+
+**If you observe an issue and have an idea how to fix it**
+- Open an issue in the repository you wish to contribute to
+- Describe the problem
+- If you have a suggestion on how to fix it, describe your suggestion
+- Possibly **discuss and get feedback**
+- If you are working on the fix, indicate it in the issue so that others know that somebody is working on it and who is working on it
+- Submit your fix as pull request or merge request which references/closes the issue
+
+:::{admonition} Motivation
+- **Inform others about an observed problem**
+- Make it clear whether this issue is up for grabs or already being worked on
+:::
+
+**If you have an idea for a new feature**
+- Open an issue in the repository you wish to contribute to
+- In the issue, write a short proposal for your suggested change or new feature
+- Motivate why and how you wish to do this
+- Also indicate where you are unsure and where you would like feedback
+- **Discuss and get feedback before you code**
+- Once you start coding, indicate that you are working on it
+- Once you are done, submit your new feature as pull request or merge request which references/closes the issue/proposal
+
+:::{admonition} Motivation
+- **Get agreement and feedback before writing 5000 lines of code** which might be rejected
+- If we later wonder why something was done, we have the issue/proposal as
+  reference and can read up on the reasoning behind a code change
+:::
+
+
+## Summary
+
+- This forking workflow lets you propose changes to repositories for
+  which **you have no write access**.
+- This is the way that much modern open-source software works.
+- You can now contribute to any project you can view.
diff --git a/_sources/collaboration/same-repository.md.txt b/_sources/collaboration/same-repository.md.txt
new file mode 100644
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--- /dev/null
+++ b/_sources/collaboration/same-repository.md.txt
@@ -0,0 +1,280 @@
+(same-repository)=
+
+# Collaborating within the same repository
+
+In this episode, we will learn how to collaborate within the same repository.
+We will learn how to cross-reference issues and pull requests, how to review
+pull requests, and how to use draft pull requests.
+
+This exercise will form a good basis for collaboration that is suitable for
+most research groups.
+
+:::{note}
+When you read or hear **pull request**, please think of a **change proposal**.
+:::
+
+
+## Exercise
+
+In this exercise, we will contribute to a repository via a **pull request**.
+This means that you propose some change, and then it is accepted (or not).
+
+::::::{prereq} Exercise preparation
+
+- **First we need to get access** to the [exercise repository](https://github.com/workshop-material/recipe-book) to which we will
+  contribute.
+  - Instructor collects GitHub usernames from learners and adds them as collaborators to the exercise repository
+    (Settings -> Collaborators and teams -> Manage access -> Add people).
+
+- **Don't forget to accept the invitation**
+  - Check <https://github.com/settings/organizations/>
+  - Alternatively check the inbox for the email account you registered with
+    GitHub. GitHub emails you an invitation link, but if you don't receive it
+    you can go to your GitHub notifications in the top right corner. The
+    maintainer can also "copy invite link" and share it within the group.
+
+- **Watching and unwatching repositories**
+  - Now that you are a collaborator, you get notified about new issues and pull
+    requests via email.
+  - If you do not wish this, you can "unwatch" a repository (top of
+    the project page).
+  - However, we recommend watching repositories you are interested
+    in. You can learn things from experts just by watching the
+    activity that come through a popular project.
+  :::{figure} img/unwatch.png
+  :alt: Unwatching a repository
+
+  Unwatch a repository by clicking "Unwatch" in the repository view,
+  then "Participating and @mentions" - this way, you will get
+  notifications about your own interactions.
+  :::
+::::::
+
+:::{exercise} Exercise: Collaborating within the same repository (25 min)
+
+**Technical requirements** (from installation instructions):
+- If you create the commits locally: [Being able to authenticate to GitHub](https://coderefinery.github.io/installation/ssh/)
+
+**What is familiar** from the previous workshop day (not repeated here):
+- Cloning a repository.
+- Creating a branch.
+- Committing a change on the new branch.
+- Submit a pull request towards the main branch.
+
+**What will be new** in this exercise:
+- If you create the changes locally, you will need to **push** them to the remote repository.
+- Learning what a protected branch is and how to modify a protected branch: using a pull request.
+- Cross-referencing issues and pull requests.
+- Practice to review a pull request.
+- Learn about the value of draft pull requests.
+
+**Exercise tasks**:
+1. Start in the [exercise
+   repository](https://github.com/workshop-material/recipe-book) and open an
+   issue where you describe the change you want to make. Note down the issue
+   number since you will need it later.
+1. Create a new branch.
+1. Make a change to the recipe book on the new branch and in the commit
+   cross-reference the issue you opened (see the walk-through below
+   for how to do that).
+1. Push your new branch (with the new commit) to the repository you
+   are working on.
+1. Open a pull request towards the main branch.
+1. Review somebody else's pull request and give constructive feedback. Merge their pull request.
+1. Try to create a new branch with some half-finished work and open a draft
+   pull request. Verify that the draft pull request cannot be merged since it
+   is not meant to be merged yet.
+:::
+
+
+## Solution and hints
+
+### (1) Opening an issue
+
+This is done through the GitHub web interface.  For example, you could
+give the name of the recipe you want to add (so that others don't add
+the same one).  It is the "Issues" tab.
+
+
+### (2) Create a new branch.
+
+If on GitHub, you can make the branch in the web interface.
+
+
+### (3) Make a change adding the recipe
+
+Add a new file with the recipe in it.  Commit the file. In the commit
+message, include the note about the issue number, saying that this
+will close that issue.
+
+
+#### Cross-referencing issues and pull requests
+
+Each issue and each pull request gets a number and you can cross-reference them.
+
+When you open an issue, note down the issue number (in this case it is `#2`):
+:::{figure} img/same-repository/issue-number.png
+:width: 60%
+:class: with-border
+:alt: Each issue gets a number
+:::
+
+You can reference this issue number in a commit message or in a pull request, like in this
+commit message:
+```text
+this is the new recipe; fixes #2
+```
+
+If you forget to do that in your commit message, you can also reference the issue
+in the pull request description. And instead of `fixes` you can also use `closes` or `resolves`
+or `fix` or `close` or `resolve` (case insensitive).
+
+Here are all the keywords that GitHub recognizes:
+<https://help.github.com/en/articles/closing-issues-using-keywords>
+
+Then observe what happens in the issue once your commit gets merged: it will
+automatically close the issue and create a link between the issue and the
+commit. This is very useful for tracking what changes were made in response to
+which issue and to know from when until when precisely the issue was open.
+
+
+### (4) Push to GitHub as a new branch
+
+Push the branch to the repository. You should end up with a branch
+visible in the GitHub web view.
+
+This is only necessary if you created the changes locally. If you created the
+changes directly on GitHub, you can skip this step.
+
+:::::{tabs}
+::::{group-tab} VS Code
+In VS Code, you can "publish the branch" to the remote repository by clicking
+the cloud icon in the bottom left corner of the window:
+:::{figure} img/same-repository/vscode-publish-branch.png
+:width: 60%
+:class: with-border
+:alt: Publishing a branch in VS Code
+:::
+::::
+
+::::{group-tab} Command line
+If you have a local branch `my-branch` and you want to push it to the remote
+and make it visible there, first verify what your remote is:
+```console
+$ git remote --verbose
+
+origin	git@github.com:USER/recipe-book.git (fetch)
+origin	git@github.com:USER/recipe-book.git (push)
+```
+
+In this case the remote is called `origin` and refers to the address
+git@github.com:USER/recipe-book.git.  Both can be used
+interchangeably. Make sure it points to the right repository, ideally a
+repository that you can write to.
+
+Now that you have a remote, you can push your branch to it:
+```console
+$ git push origin my-branch
+```
+This will create a new branch on the remote repository with the same name as
+your local branch.
+
+You can also do this:
+```console
+$ git push --set-upstream origin my-branch
+```
+This will connect the local branch and the remote branch so that in the future
+you can just type `git push` and `git pull` without specifying the branch name
+(but this depends on your Git configuration).
+
+
+**Troubleshooting**
+
+If you don't have a remote yet, you can add it with (adjust `ADDRESS` to your repository address):
+```console
+$ git remote add origin ADDRESS
+```
+
+ADDRESS is the part that you copy from here:
+:::{figure} img/same-repository/clone-address.png
+:width: 60%
+:class: with-border
+:alt: Copying the clone address from GitHub
+:::
+
+If the remote points to the wrong place, you can change it with:
+```console
+$ git remote set-url origin NEWADDRESS
+```
+::::
+:::::
+
+
+### (5) Open a pull request towards the main branch
+
+This is done through the GitHub web interface.
+
+
+### (6) Reviewing pull requests
+
+You review through the GitHub web interface.
+
+Checklist for reviewing a pull request:
+- Be kind, on the other side is a human who has put effort into this.
+- Be constructive: if you see a problem, suggest a solution.
+- Towards which branch is this directed?
+- Is the title descriptive?
+- Is the description informative?
+- Scroll down to see commits.
+- Scroll down to see the changes.
+- If you get incredibly many changes, also consider the license or copyright
+  and ask where all that code is coming from.
+- Again, be kind and constructive.
+- Later we will learn how to suggest changes directly in the pull request.
+
+If someone is new, it's often nice to say something encouraging in the
+comments before merging (even if it's just "thanks").  If all is good
+and there's not much else to say, you could merge directly.
+
+
+### (7) Draft pull requests
+
+Try to create a draft pull request:
+:::{figure} img/same-repository/draft-pr.png
+:width: 60%
+:class: with-border
+:alt: Creating a draft pull request
+::::
+
+Verify that the draft pull request cannot be merged until it is marked as ready
+for review:
+:::{figure} img/same-repository/draft-pr-wip.png
+:width: 60%
+:class: with-border
+:alt: Draft pull request cannot be merged
+::::
+
+Draft pull requests can be useful for:
+- **Feedback**: You can open a pull request early to get feedback on your work without
+  signaling that it is ready to merge.
+- **Information**: They can help communicating to others that a change is coming up and in
+  progress.
+
+
+### What is a protected branch? And how to modify it?
+
+A protected branch on GitHub or GitLab is a branch that cannot (accidentally)
+deleted or force-pushed to. It is also possible to require that a branch cannot
+be directly pushed to or modified, but that changes must be submitted via a
+pull request.
+
+To protect a branch in your own repository, go to "Settings" -> "Branches".
+
+
+
+### Summary
+
+- We used all the same pieces that we've learned previously.
+- But we successfully contributed to a collaborative project!
+- The pull request allowed us to contribute without changing directly:
+  this is very good when it's not mainly our project.
diff --git a/_sources/credit.md.txt b/_sources/credit.md.txt
new file mode 100644
index 0000000..818da97
--- /dev/null
+++ b/_sources/credit.md.txt
@@ -0,0 +1,8 @@
+# Credit
+
+The following material (all CC-BY) was reused to create this workshop material:
+- <https://coderefinery.github.io/research-software-engineering/>
+- <https://coderefinery.github.io/mini-workshop/>
+- <https://coderefinery.github.io/git-collaborative/>
+
+(I will also summarize what changes have been made to the original material)
diff --git a/_sources/documentation.md.txt b/_sources/documentation.md.txt
new file mode 100644
index 0000000..2789a8d
--- /dev/null
+++ b/_sources/documentation.md.txt
@@ -0,0 +1,29 @@
+(documentation)=
+
+# Code documentation
+
+- 15 min: What makes good documentation? Also https://diataxis.fr/
+- 15 min: Writing good README files
+- 30 min: Exercise: Set up a Sphinx documentation and add API documentation
+- 15 min: Building documentation with GitHub Actions
+
+
+requirements.txt:
+```
+sphinx
+sphinx_rtd_theme >= 2.0
+sphinx_autobuild
+sphinx_autoapi
+myst_parser
+```
+
+
+conf.py:
+```python
+extensions = [
+    "myst_parser",
+    "autoapi.extension",
+]
+
+autoapi_dirs = ['..']
+```
diff --git a/_sources/example.md.txt b/_sources/example.md.txt
new file mode 100644
index 0000000..9805632
--- /dev/null
+++ b/_sources/example.md.txt
@@ -0,0 +1,95 @@
+(example-project)=
+
+# Example project: Simulating the motion of planets
+
+The [example code](https://github.com/workshop-material/planets) that we will study
+is a hopefully simple N-body simulation written in Python. It is not important
+or expected that we understand the code in any detail.
+
+:::{video} video/animation.mp4
+:width: 600
+:::
+
+The **big picture** is that the code simulates the motion of a number of
+planets:
+- We can choose the number of planets.
+- Each planet starts with a random position, velocity, and mass.
+- At each time step, the code calculates the gravitational force between each
+  pair of planets.
+- The forces accelerate each planet, the acceleration modifies the velocity,
+  the velocity modifies the position of each planet.
+- We can choose the number of time steps.
+- The units were chosen to make numbers easy to read.
+
+
+## Example run
+
+:::{instructor-note}
+The instructor demonstrates running the code on their computer.
+:::
+
+The code is written to accept **command-line arguments** to specify the number
+of planets and the number of time steps.
+
+We first generate starting data:
+```console
+$ python generate-data.py --num-planets 10 --output-file initial.csv
+```
+
+The generated file (initial.csv) could look like this:
+```
+px,py,pz,vx,vy,vz,mass
+-46.88,-42.51,88.33,-0.86,-0.18,0.55,6.70
+-5.29,17.09,-96.13,0.66,0.45,-0.17,3.51
+83.53,-92.83,-68.77,-0.26,-0.48,0.24,6.84
+-36.31,25.48,64.16,0.85,0.75,-0.56,1.53
+-68.38,-17.21,-97.07,0.60,0.26,0.69,6.63
+-48.37,-48.74,3.92,-0.92,-0.33,-0.93,8.60
+40.53,-75.50,44.18,-0.62,-0.31,-0.53,8.04
+-27.21,10.78,-78.82,-0.09,-0.55,-0.03,5.35
+88.42,-74.95,-45.85,0.81,0.68,0.56,5.36
+39.09,53.12,-59.54,-0.54,0.56,0.07,8.98
+```
+
+Then we can simulate their motion (in this case for 20 steps):
+```console
+$ python simulate.py --num-steps 20 \
+                     --input-file initial.csv \
+                     --output-file final.csv
+```
+
+The `--output-file` (final.csv) is again a CSV file (comma-separated values)
+and contains the final positions of all planets.
+
+It is possible to run on **multiple cores** and to **animate** the result.
+Here is an example with 100 planets:
+```{code-block} console
+---
+emphasize-lines: 7,11
+---
+$ python generate-data.py --num-planets 100 --output-file initial.csv
+
+$ python simulate.py --num-steps 50 \
+                     --input-file initial.csv \
+                     --output-file final.csv \
+                     --trajectories-file trajectories.npz \
+                     --num-cores 8
+
+$ python animate.py --initial-file initial.csv \
+                    --trajectories-file trajectories.npz \
+                    --output-file animation.mp4
+```
+
+:::{admonition} Learning goals
+- What are the most important steps to make this code **reusable by others**
+  and **our future selves**?
+- Be able to apply these techniques to your own code/script.
+:::
+
+:::{admonition} We will not focus on ...
+- ... how the code works internally in detail.
+- ... whether this is the most efficient algorithm.
+- ... whether the code is numerically stable.
+- ... how to code scales with the number of cores.
+- ... whether it is portable to other operating systems (we will discuss this later).
+:::
diff --git a/_sources/index.md.txt b/_sources/index.md.txt
new file mode 100644
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--- /dev/null
+++ b/_sources/index.md.txt
@@ -0,0 +1,157 @@
+# Reproducible research software development using Python
+
+
+## Big-picture goal
+
+This is a **hands-on course on research software engineering**. In this
+workshop we assume that most workshop participants use Python in their work or
+a leading a group which uses Python.  Therefore, some of the examples will use
+Python as the example language.
+
+We will work with an example project and go through all the steps of a typical
+software project.  Once we have seen the building blocks, we will try to apply
+them to own projects. Workshop participants will receive and also learn to give
+constructive code feedback.
+
+
+## Prerequisites
+
+:::{prereq} Preparation
+1. Get a **GitHub account** following [these instructions](https://coderefinery.github.io/installation/github/).
+1. You will need a **text editor**. If you don't have a favorite one, we recommend
+   [VS Code](https://coderefinery.github.io/installation/vscode/).
+1. **If you prefer to work in the terminal** and not in VS Code, set up these two (skip this if you use VS Code):
+   - [Git in the terminal](https://coderefinery.github.io/installation/git-in-terminal/)
+   - [SSH or HTTPS connection to GitHub from terminal](https://coderefinery.github.io/installation/ssh/)
+1. **One of these two software environments** (if you are not sure which one to
+   choose or have no preference, choose Conda):
+   - {ref}`conda`
+   - {ref}`venv` (Snakemake is not available in this environment)
+1. **Optional** and only on Linux: [Apptainer](https://apptainer.org/) following
+   [these instructions](https://apptainer.org/docs/admin/1.3/installation.html#install-from-pre-built-packages).
+:::
+
+
+## Schedule
+
+:::{note}
+The schedule will very soon contain links to lesson material and exercises.
+:::
+
+
+### Day 1
+
+- 13:00-13:30 - **Welcome and introduction**
+  - Practical information (tools, communication, breaks, etc.)
+  - Motivation (reproducibility, robustness, distribution, improvement, trust, etc.)
+  - What will learn and achieve from this course?
+  - {ref}`example-project`
+
+- 13:30-14:45 (1.25h) - **Introduction to version control with Git and GitHub (1/2)**
+  - Creating a repository and porting your project to Git and GitHub
+  - Basic commands
+
+- 15:00-16:30 (1.5h) - **Introduction to version control with Git and GitHub (2/2)**
+  - Branching and merging
+  - Recovering from typical mistakes
+
+- 16:45-18:00 - {ref}`documentation`
+  - In-code documentation including docstrings
+  - Writing good README files
+  - Markdown
+  - Sphinx
+  - Building documentation with GitHub Actions
+  - Jupyter Notebooks
+
+
+### Day 2
+
+- 09:00-10:30 - {ref}`collaboration` (1/2)
+  - {ref}`concepts` (10 min)
+  - {ref}`same-repository` (40 min)
+  - {ref}`code-review` (40 min)
+
+- 10:45-12:15 - {ref}`collaboration` (2/2)
+  - {ref}`forking-workflow` (50 min)
+  - {ref}`collaboration-demo-discussion` (40 min)
+
+- 16:45-18:00 - **Debriefing and Q&A**
+  - Participants work on their projects
+  - Together we study actual codes that participants wrote or work on
+  - Constructively we discuss possible improvements
+  - Give individual feedback on code projects
+
+
+### Day 3
+
+- 09:00-10:30 - {ref}`testing`
+  - Unit tests
+  - End-to-end tests
+  - pytest
+  - GitHub Actions
+
+- 10:45-12:15 - {ref}`reusable`
+  - Tracking dependencies with requirements.txt and environment.yml
+  - Recording environments in containers
+
+- 13:00-14:45 - {ref}`refactoring`
+  - Naming (and other) conventions, project organization, modularity
+  - Refactoring (explained through examples)
+  - Design patterns: functional design vs. object-oriented design
+  - How to design your code before writing it
+  - Structuring larger software projects in a modular way
+  - Command-line interfaces
+  - Workflows with Snakemake
+
+- 15:00-16:30 - {ref}`publishing`
+  - Licenses
+  - Publishing the code via Zenodo
+  - Packaging the code
+  - Sharing the code via PyPI
+
+- 16:45-18:00 - **Debriefing and Q&A**
+  - Participants work on their projects
+  - Together we study actual codes that participants wrote or work on
+  - Constructively we discuss possible improvements
+  - Give individual feedback on code projects
+
+
+### If we have time left
+
+- {ref}`profiling`
+
+
+```{toctree}
+:maxdepth: 1
+:caption: Software environment
+:hidden:
+
+installation/conda
+installation/virtual-environment
+```
+
+```{toctree}
+:maxdepth: 1
+:caption: Episodes
+:hidden:
+
+example
+documentation
+collaboration
+testing
+reusable
+refactoring
+publishing
+profiling
+```
+
+```{toctree}
+:maxdepth: 1
+:caption: Reference
+:hidden:
+
+credit
+All lessons <https://coderefinery.org/lessons/>
+CodeRefinery <https://coderefinery.org/>
+Reusing <https://coderefinery.org/lessons/reusing/>
+```
diff --git a/_sources/installation/conda.md.txt b/_sources/installation/conda.md.txt
new file mode 100644
index 0000000..8c55ba4
--- /dev/null
+++ b/_sources/installation/conda.md.txt
@@ -0,0 +1,87 @@
+(conda)=
+
+# Conda environment
+
+A Conda environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.
+
+You will need a `environment.yml` file that documents the dependencies:
+```yaml
+name: coderefinery
+channels:
+  - conda-forge
+  - bioconda
+dependencies:
+  - python >= 3.10
+  - black
+  - click
+  - flit
+  - ipywidgets
+  - isort
+  - jupyterlab
+  - jupyterlab_code_formatter
+  - jupyterlab-git
+  - matplotlib
+  - myst-parser
+  - nbdime
+  - numpy
+  - pandas
+  - pytest
+  - pytest-cov
+  - scalene
+  - seaborn
+  - snakemake-minimal
+  - sphinx
+  - sphinx-autoapi
+  - sphinx-autobuild
+  - sphinx_rtd_theme >= 2.0
+  - vulture
+  - scikit-image
+```
+
+
+## Before you create a virtual environment
+
+1. Create a new directory for this course.
+1. In this directory, create an `environment.yml` file and copy-paste the dependencies above into it.
+
+
+## Choose the tool to manage the environment
+
+If you are already using one of these tools, please continue using the tool that you like and know.
+If you are new to this, **we recommend using Miniconda or Miniforge**.
+
+- [Anaconda](https://docs.anaconda.com/anaconda/install/)
+  - Advantages: easy to install, easy to use, good for beginners
+  - Disadvantages: large download, installs more than we will need, license restrictions
+- [Miniconda](https://docs.anaconda.com/miniconda/)
+  - Advantages: small size, installs only what you need
+  - Disadvantages: no graphical interface, license restrictions
+- [Miniforge](https://github.com/conda-forge/miniforge)
+  - Advantages: small size, no license restrictions
+  - Disadvantages: no graphical interface
+- [Micromamba](https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html)
+  - Advantages: fast, small size
+  - Disadvantages: no graphical interface
+- [Pixi](https://pixi.sh/latest/)
+  - Advantages: fast and new
+  - Disadvantages: new and less tested and not documented here
+
+
+## Creating the virtual environment
+
+1. Open your terminal shell (e.g. Bash or Zsh).
+2. Activate `conda` using `conda activate` or `source ~/miniconda3/bin/activate`.
+3. Run the following command:
+   ```console
+   $ conda env create --file environment.yml
+   ```
+4. Make sure that you see "coderefinery" in the output when you ask for a list of all available environments:
+   ```console
+   $ conda env list
+   ```
+
+
+## How to verify that this worked
+
+(this will be added)
diff --git a/_sources/installation/virtual-environment.md.txt b/_sources/installation/virtual-environment.md.txt
new file mode 100644
index 0000000..67e4961
--- /dev/null
+++ b/_sources/installation/virtual-environment.md.txt
@@ -0,0 +1,82 @@
+(venv)=
+
+# Virtual environment
+
+A virtual environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.
+
+You will need a `requirements.txt` file that documents the dependencies:
+```
+black
+click
+flit
+ipywidgets
+isort
+jupyterlab
+jupyterlab-code-formatter
+jupyterlab-git
+matplotlib
+myst-parser
+nbdime
+numpy
+pandas
+pytest
+pytest-cov
+scalene
+seaborn
+sphinx
+sphinx-autoapi
+sphinx-autobuild
+sphinx_rtd_theme >= 2.0
+vulture
+scikit-image
+```
+
+
+## Before you create a virtual environment
+
+1. Create a new directory for this course.
+1. In this directory, create a `requirements.txt` file and copy-paste the dependencies above into it.
+
+
+## Creating the virtual environment
+
+Now create a virtual environment in this directory either using [pip and
+venv](https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/)
+(more traditional and safer) or using [uv](https://docs.astral.sh/uv/) (more modern but also less tested):
+
+:::::{tabs}
+
+::::{group-tab} pip and venv
+Create a new virtual environment and activate it:
+```console
+$ python3 -m venv coderefinery-environment
+$ source coderefinery-environment/bin/activate
+```
+
+Install the dependencies into the environment:
+```console
+$ python3 -m pip install -r requirements.txt
+```
+::::
+
+
+::::{group-tab} uv
+Create a new virtual environment and activate it:
+```console
+$ uv venv coderefinery-environment
+$ source coderefinery-environment/bin/activate
+```
+
+Install the dependencies into the environment:
+```console
+$ uv pip install -r requirements.txt
+```
+::::
+
+:::::
+
+
+## How to verify that this worked
+
+(this will be added)
diff --git a/_sources/profiling.md.txt b/_sources/profiling.md.txt
new file mode 100644
index 0000000..dbcaa1b
--- /dev/null
+++ b/_sources/profiling.md.txt
@@ -0,0 +1,14 @@
+(profiling)=
+
+# Profiling memory and CPU usage
+
+Profilers:
+- cProfile or profile
+- line_profiler
+- viztracer
+- scalene
+- Intel VTune
+- PyInstrument
+- py-spy
+- Pyflame
+- timeit
diff --git a/_sources/publishing.md.txt b/_sources/publishing.md.txt
new file mode 100644
index 0000000..bc3a12e
--- /dev/null
+++ b/_sources/publishing.md.txt
@@ -0,0 +1,11 @@
+(publishing)=
+
+# How to release and publish your code
+
+Part 1:
+- 30 min: Overview over software licenses and code publishing
+- 15 min: We add a license, CFF file, and publish to Zenodo (sandbox)
+
+Part 2:
+- 30 min: Creating a Python package with the help of flit
+- 15 min: Deploy the package to test-PyPI using GitHub Actions
diff --git a/_sources/refactoring.md.txt b/_sources/refactoring.md.txt
new file mode 100644
index 0000000..0cf390d
--- /dev/null
+++ b/_sources/refactoring.md.txt
@@ -0,0 +1,87 @@
+(refactoring)=
+
+# Code quality and good practices
+
+In this episode we will explore code quality and good practices in Python using
+a hands-on approach. We will together build up a small project and improve it
+step by step.
+
+We will start from a relatively simple image processing script which can read a
+telescope image of stars and our goal is to **count the number of stars** in
+the image. Later we will want to be able to process many such images.
+
+The (fictional) telescope images look like the one below here ([in this
+repository](https://github.com/workshop-material/random-star-images) we can find more):
+:::{figure} refactoring/stars.png
+:alt: Generated image representing a telescope image of stars
+:width: 60%
+
+Generated image representing a telescope image of stars.
+:::
+
+:::{solution} Starting point (spoiler alert)
+
+We can imagine that we pieced together the following code
+based on some examples we found online:
+```python
+import matplotlib.pyplot as plt
+from skimage import io, filters, color
+from skimage.measure import label, regionprops
+
+
+image = io.imread("stars.png")
+sigma = 0.5
+
+# if there is a fourth channel (alpha channel), ignore it
+rgb_image = image[:, :, :3]
+gray_image = color.rgb2gray(rgb_image)
+
+# apply a gaussian filter to reduce noise
+image_smooth = filters.gaussian(gray_image, sigma)
+
+# threshold the image to create a binary image (bright stars will be white, background black)
+thresh = filters.threshold_otsu(image_smooth)
+binary_image = image_smooth > thresh
+
+# label connected regions (stars) in the binary image
+labeled_image = label(binary_image)
+
+# get properties of labeled regions
+regions = regionprops(labeled_image)
+
+# extract star positions (centroids)
+star_positions = [region.centroid for region in regions]
+
+# plot the original image
+plt.figure(figsize=(8, 8))
+plt.imshow(image, cmap="gray")
+
+# overlay star positions with crosses
+for star in star_positions:
+    plt.plot(star[1], star[0], "rx", markersize=5, markeredgewidth=0.1)
+
+plt.savefig("detected-stars.png", dpi=300)
+
+print(f"number of stars detected: {len(star_positions)}")
+```
+:::
+
+
+Part 1:
+- 15 min: Discuss how we would solve the problem, run example code, and make it work
+  as part of a Jupyter notebook.
+- 15 min: Refactor the positioning code into a function and a module
+- 15 min: Now we wish to process many images - discuss how we would approach this
+- 15 min: Introduce CLI and discuss the benefits
+
+Part 2:
+- 30 min: From a script to a workflow (using Snakemake)
+- 15 min: Discuss concepts
+  - Pure functions
+  - Design patterns: functional design vs. object-oriented design
+  - How to design your code before writing it: document-driven development
+
+Bonus:
+- Move it under Git
+- Document dependencies
+- Show nbdime, black, vulture, ruff
diff --git a/_sources/reusable.md.txt b/_sources/reusable.md.txt
new file mode 100644
index 0000000..c86455a
--- /dev/null
+++ b/_sources/reusable.md.txt
@@ -0,0 +1,13 @@
+(reusable)=
+
+# How to make the project more reusable
+
+Part 1:
+- 15 min: Motivation
+- 15 min: Best practices for managing dependencies in Python
+- 20 min: Exercise
+
+Part 2:
+- 10 min: Introduction to containers
+- 20 min: Demonstration
+- 10 min: Discussion
diff --git a/_sources/testing.md.txt b/_sources/testing.md.txt
new file mode 100644
index 0000000..7a63bd9
--- /dev/null
+++ b/_sources/testing.md.txt
@@ -0,0 +1,10 @@
+(testing)=
+
+# Automated testing
+
+- 15 min: Motivation
+- 15 min: End-to-end tests
+- 15 min: Pytest
+- 15 min: Moving to GitHub Actions
+- 20 min: Exercise
+- 10 min: Where to go from here
diff --git a/_static/_sphinx_javascript_frameworks_compat.js b/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 0000000..8141580
--- /dev/null
+++ b/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,123 @@
+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/_static/basic.css b/_static/basic.css
new file mode 100644
index 0000000..f316efc
--- /dev/null
+++ b/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+div.section::after {
+    display: block;
+    content: '';
+    clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+    overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    float: left;
+    width: 80%;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    float: left;
+    width: 20%;
+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li p.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 360px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a:visited {
+    color: #551A8B;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+nav.contents,
+aside.topic,
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+nav.contents,
+aside.topic,
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.align-default {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+	font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+.sig-name {
+	font-size: 1.1em;
+}
+
+code.descname {
+    font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+    background-color: transparent;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.sig-param.n {
+	font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+	font-family: unset;
+}
+
+.sig.c   .k, .sig.c   .kt,
+.sig.cpp .k, .sig.cpp .kt {
+	color: #0033B3;
+}
+
+.sig.c   .m,
+.sig.cpp .m {
+	color: #1750EB;
+}
+
+.sig.c   .s, .sig.c   .sc,
+.sig.cpp .s, .sig.cpp .sc {
+	color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+aside.footnote > span,
+div.citation > span {
+    float: left;
+}
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+.sig dl {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/_static/check-solid.svg b/_static/check-solid.svg
new file mode 100644
index 0000000..92fad4b
--- /dev/null
+++ b/_static/check-solid.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>
diff --git a/_static/clipboard.min.js b/_static/clipboard.min.js
new file mode 100644
index 0000000..54b3c46
--- /dev/null
+++ b/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.8
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body},i="";return"string"==typeof t?(e=t,n="rtl"===document.documentElement.getAttribute("dir"),(o=document.createElement("textarea")).style.fontSize="12pt",o.style.border="0",o.style.padding="0",o.style.margin="0",o.style.position="absolute",o.style[n?"right":"left"]="-9999px",n=window.pageYOffset||document.documentElement.scrollTop,o.style.top="".concat(n,"px"),o.setAttribute("readonly",""),o.value=e,o=o,r.container.appendChild(o),i=c()(o),a("copy"),o.remove()):(i=c()(t),a("copy")),i};function r(t){return(r="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}var s=function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{},e=t.action,n=void 0===e?"copy":e,o=t.container,e=t.target,t=t.text;if("copy"!==n&&"cut"!==n)throw new Error('Invalid "action" value, use either "copy" or "cut"');if(void 0!==e){if(!e||"object"!==r(e)||1!==e.nodeType)throw new Error('Invalid "target" value, use a valid Element');if("copy"===n&&e.hasAttribute("disabled"))throw new Error('Invalid "target" attribute. 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t=o?(t=m(this).constructor,Reflect.construct(e,arguments,t)):e.apply(this,arguments),e=this,!(t=t)||"object"!==d(t)&&"function"!=typeof t?function(t){if(void 0!==t)return t;throw new ReferenceError("this hasn't been initialised - super() hasn't been called")}(e):t}}function m(t){return(m=Object.setPrototypeOf?Object.getPrototypeOf:function(t){return t.__proto__||Object.getPrototypeOf(t)})(t)}function v(t,e){t="data-clipboard-".concat(t);if(e.hasAttribute(t))return e.getAttribute(t)}var o=function(){!function(t,e){if("function"!=typeof e&&null!==e)throw new TypeError("Super expression must either be null or a function");t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,writable:!0,configurable:!0}}),e&&y(t,e)}(r,i());var t,e,n,o=h(r);function r(t,e){var n;return function(t){if(!(t instanceof r))throw new TypeError("Cannot call a class as a function")}(this),(n=o.call(this)).resolveOptions(e),n.listenClick(t),n}return t=r,n=[{key:"copy",value:function(t){var e=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body};return l(t,e)}},{key:"cut",value:function(t){return f(t)}},{key:"isSupported",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:["copy","cut"],t="string"==typeof t?[t]:t,e=!!document.queryCommandSupported;return t.forEach(function(t){e=e&&!!document.queryCommandSupported(t)}),e}}],(e=[{key:"resolveOptions",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{};this.action="function"==typeof t.action?t.action:this.defaultAction,this.target="function"==typeof t.target?t.target:this.defaultTarget,this.text="function"==typeof t.text?t.text:this.defaultText,this.container="object"===d(t.container)?t.container:document.body}},{key:"listenClick",value:function(t){var e=this;this.listener=u()(t,"click",function(t){return e.onClick(t)})}},{key:"onClick",value:function(t){var e=t.delegateTarget||t.currentTarget,t=s({action:this.action(e),container:this.container,target:this.target(e),text:this.text(e)});this.emit(t?"success":"error",{action:this.action,text:t,trigger:e,clearSelection:function(){e&&e.focus(),document.activeElement.blur(),window.getSelection().removeAllRanges()}})}},{key:"defaultAction",value:function(t){return v("action",t)}},{key:"defaultTarget",value:function(t){t=v("target",t);if(t)return document.querySelector(t)}},{key:"defaultText",value:function(t){return v("text",t)}},{key:"destroy",value:function(){this.listener.destroy()}}])&&p(t.prototype,e),n&&p(t,n),r}()},828:function(t){var e;"undefined"==typeof Element||Element.prototype.matches||((e=Element.prototype).matches=e.matchesSelector||e.mozMatchesSelector||e.msMatchesSelector||e.oMatchesSelector||e.webkitMatchesSelector),t.exports=function(t,e){for(;t&&9!==t.nodeType;){if("function"==typeof t.matches&&t.matches(e))return t;t=t.parentNode}}},438:function(t,e,n){var u=n(828);function i(t,e,n,o,r){var i=function(e,n,t,o){return function(t){t.delegateTarget=u(t.target,n),t.delegateTarget&&o.call(e,t)}}.apply(this,arguments);return t.addEventListener(n,i,r),{destroy:function(){t.removeEventListener(n,i,r)}}}t.exports=function(t,e,n,o,r){return"function"==typeof t.addEventListener?i.apply(null,arguments):"function"==typeof n?i.bind(null,document).apply(null,arguments):("string"==typeof t&&(t=document.querySelectorAll(t)),Array.prototype.map.call(t,function(t){return i(t,e,n,o,r)}))}},879:function(t,n){n.node=function(t){return void 0!==t&&t instanceof HTMLElement&&1===t.nodeType},n.nodeList=function(t){var e=Object.prototype.toString.call(t);return void 0!==t&&("[object NodeList]"===e||"[object HTMLCollection]"===e)&&"length"in t&&(0===t.length||n.node(t[0]))},n.string=function(t){return"string"==typeof t||t instanceof String},n.fn=function(t){return"[object Function]"===Object.prototype.toString.call(t)}},370:function(t,e,n){var f=n(879),l=n(438);t.exports=function(t,e,n){if(!t&&!e&&!n)throw new Error("Missing required arguments");if(!f.string(e))throw new TypeError("Second argument must be a String");if(!f.fn(n))throw new TypeError("Third argument must be a Function");if(f.node(t))return c=e,a=n,(u=t).addEventListener(c,a),{destroy:function(){u.removeEventListener(c,a)}};if(f.nodeList(t))return o=t,r=e,i=n,Array.prototype.forEach.call(o,function(t){t.addEventListener(r,i)}),{destroy:function(){Array.prototype.forEach.call(o,function(t){t.removeEventListener(r,i)})}};if(f.string(t))return t=t,e=e,n=n,l(document.body,t,e,n);throw new TypeError("First argument must be a String, HTMLElement, HTMLCollection, or NodeList");var o,r,i,u,c,a}},817:function(t){t.exports=function(t){var e,n="SELECT"===t.nodeName?(t.focus(),t.value):"INPUT"===t.nodeName||"TEXTAREA"===t.nodeName?((e=t.hasAttribute("readonly"))||t.setAttribute("readonly",""),t.select(),t.setSelectionRange(0,t.value.length),e||t.removeAttribute("readonly"),t.value):(t.hasAttribute("contenteditable")&&t.focus(),n=window.getSelection(),(e=document.createRange()).selectNodeContents(t),n.removeAllRanges(),n.addRange(e),n.toString());return n}},279:function(t){function e(){}e.prototype={on:function(t,e,n){var o=this.e||(this.e={});return(o[t]||(o[t]=[])).push({fn:e,ctx:n}),this},once:function(t,e,n){var o=this;function r(){o.off(t,r),e.apply(n,arguments)}return r._=e,this.on(t,r,n)},emit:function(t){for(var e=[].slice.call(arguments,1),n=((this.e||(this.e={}))[t]||[]).slice(),o=0,r=n.length;o<r;o++)n[o].fn.apply(n[o].ctx,e);return this},off:function(t,e){var n=this.e||(this.e={}),o=n[t],r=[];if(o&&e)for(var i=0,u=o.length;i<u;i++)o[i].fn!==e&&o[i].fn._!==e&&r.push(o[i]);return r.length?n[t]=r:delete n[t],this}},t.exports=e,t.exports.TinyEmitter=e}},r={},o.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return o.d(e,{a:e}),e},o.d=function(t,e){for(var n in e)o.o(e,n)&&!o.o(t,n)&&Object.defineProperty(t,n,{enumerable:!0,get:e[n]})},o.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},o(686).default;function o(t){if(r[t])return r[t].exports;var e=r[t]={exports:{}};return n[t](e,e.exports,o),e.exports}var n,r});
\ No newline at end of file
diff --git a/_static/coderefinery.ico b/_static/coderefinery.ico
new file mode 100644
index 0000000..a2df0fb
Binary files /dev/null and b/_static/coderefinery.ico differ
diff --git a/_static/copy-button.svg b/_static/copy-button.svg
new file mode 100644
index 0000000..9c074da
--- /dev/null
+++ b/_static/copy-button.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>
diff --git a/_static/copybutton.css b/_static/copybutton.css
new file mode 100644
index 0000000..40eafe5
--- /dev/null
+++ b/_static/copybutton.css
@@ -0,0 +1,93 @@
+/* Copy buttons */
+button.copybtn {
+    position: absolute;
+    display: flex;
+    top: .3em;
+    right: .3em;
+    width: 1.7em;
+    height: 1.7em;
+	opacity: 0;
+    transition: opacity 0.3s, border .3s, background-color .3s;
+    user-select: none;
+    padding: 0;
+    border: none;
+    outline: none;
+    border-radius: 0.4em;
+    /* The colors that GitHub uses */
+    border: #1b1f2426 1px solid;
+    background-color: #f6f8fa;
+    color: #57606a;
+}
+
+button.copybtn.success {
+    border-color: #22863a;
+    color: #22863a;
+}
+
+button.copybtn svg {
+    stroke: currentColor;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0.1em;
+}
+
+div.highlight  {
+    position: relative;
+}
+
+.highlight:hover button.copybtn {
+	opacity: 1;
+}
+
+.highlight button.copybtn:hover {
+    background-color: rgb(235, 235, 235);
+}
+
+.highlight button.copybtn:active {
+    background-color: rgb(187, 187, 187);
+}
+
+/**
+ * A minimal CSS-only tooltip copied from:
+ *   https://codepen.io/mildrenben/pen/rVBrpK
+ *
+ * To use, write HTML like the following:
+ *
+ * <p class="o-tooltip--left" data-tooltip="Hey">Short</p>
+ */
+ .o-tooltip--left {
+  position: relative;
+ }
+
+ .o-tooltip--left:after {
+    opacity: 0;
+    visibility: hidden;
+    position: absolute;
+    content: attr(data-tooltip);
+    padding: .2em;
+    font-size: .8em;
+    left: -.2em;
+    background: grey;
+    color: white;
+    white-space: nowrap;
+    z-index: 2;
+    border-radius: 2px;
+    transform: translateX(-102%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+}
+
+.o-tooltip--left:hover:after {
+    display: block;
+    opacity: 1;
+    visibility: visible;
+    transform: translateX(-100%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+    transition-delay: .5s;
+}
+
+/* By default the copy button shouldn't show up when printing a page */
+@media print {
+    button.copybtn {
+        display: none;
+    }
+}
diff --git a/_static/copybutton.js b/_static/copybutton.js
new file mode 100644
index 0000000..f3ecd03
--- /dev/null
+++ b/_static/copybutton.js
@@ -0,0 +1,241 @@
+// Localization support
+const messages = {
+  'en': {
+    'copy': 'Copy',
+    'copy_to_clipboard': 'Copy to clipboard',
+    'copy_success': 'Copied!',
+    'copy_failure': 'Failed to copy',
+  },
+  'es' : {
+    'copy': 'Copiar',
+    'copy_to_clipboard': 'Copiar al portapapeles',
+    'copy_success': '¡Copiado!',
+    'copy_failure': 'Error al copiar',
+  },
+  'de' : {
+    'copy': 'Kopieren',
+    'copy_to_clipboard': 'In die Zwischenablage kopieren',
+    'copy_success': 'Kopiert!',
+    'copy_failure': 'Fehler beim Kopieren',
+  },
+  'fr' : {
+    'copy': 'Copier',
+    'copy_to_clipboard': 'Copié dans le presse-papier',
+    'copy_success': 'Copié !',
+    'copy_failure': 'Échec de la copie',
+  },
+  'ru': {
+    'copy': 'Скопировать',
+    'copy_to_clipboard': 'Скопировать в буфер',
+    'copy_success': 'Скопировано!',
+    'copy_failure': 'Не удалось скопировать',
+  },
+  'zh-CN': {
+    'copy': '复制',
+    'copy_to_clipboard': '复制到剪贴板',
+    'copy_success': '复制成功!',
+    'copy_failure': '复制失败',
+  },
+  'it' : {
+    'copy': 'Copiare',
+    'copy_to_clipboard': 'Copiato negli appunti',
+    'copy_success': 'Copiato!',
+    'copy_failure': 'Errore durante la copia',
+  }
+}
+
+let locale = 'en'
+if( document.documentElement.lang !== undefined
+    && messages[document.documentElement.lang] !== undefined ) {
+  locale = document.documentElement.lang
+}
+
+let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT;
+if (doc_url_root == '#') {
+    doc_url_root = '';
+}
+
+/**
+ * SVG files for our copy buttons
+ */
+let iconCheck = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_success']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>`
+
+// If the user specified their own SVG use that, otherwise use the default
+let iconCopy = ``;
+if (!iconCopy) {
+  iconCopy = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_to_clipboard']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>`
+}
+
+/**
+ * Set up copy/paste for code blocks
+ */
+
+const runWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+
+const codeCellId = index => `codecell${index}`
+
+// Clears selected text since ClipboardJS will select the text when copying
+const clearSelection = () => {
+  if (window.getSelection) {
+    window.getSelection().removeAllRanges()
+  } else if (document.selection) {
+    document.selection.empty()
+  }
+}
+
+// Changes tooltip text for two seconds, then changes it back
+const temporarilyChangeTooltip = (el, oldText, newText) => {
+  el.setAttribute('data-tooltip', newText)
+  el.classList.add('success')
+  setTimeout(() => el.setAttribute('data-tooltip', oldText), 2000)
+  setTimeout(() => el.classList.remove('success'), 2000)
+}
+
+// Changes the copy button icon for two seconds, then changes it back
+const temporarilyChangeIcon = (el) => {
+  el.innerHTML = iconCheck;
+  setTimeout(() => {el.innerHTML = iconCopy}, 2000)
+}
+
+const addCopyButtonToCodeCells = () => {
+  // If ClipboardJS hasn't loaded, wait a bit and try again. This
+  // happens because we load ClipboardJS asynchronously.
+  if (window.ClipboardJS === undefined) {
+    setTimeout(addCopyButtonToCodeCells, 250)
+    return
+  }
+
+  // Add copybuttons to all of our code cells
+  const COPYBUTTON_SELECTOR = 'div.highlight pre';
+  const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR)
+  codeCells.forEach((codeCell, index) => {
+    const id = codeCellId(index)
+    codeCell.setAttribute('id', id)
+
+    const clipboardButton = id =>
+    `<button class="copybtn o-tooltip--left" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
+      ${iconCopy}
+    </button>`
+    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
+  })
+
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
+
+
+var copyTargetText = (trigger) => {
+  var target = document.querySelector(trigger.attributes['data-clipboard-target'].value);
+
+  // get filtered text
+  let exclude = '.linenos, .gp';
+
+  let text = filterText(target, exclude);
+  return formatCopyText(text, '', false, true, true, true, '', '')
+}
+
+  // Initialize with a callback so we can modify the text before copy
+  const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText})
+
+  // Update UI with error/success messages
+  clipboard.on('success', event => {
+    clearSelection()
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success'])
+    temporarilyChangeIcon(event.trigger)
+  })
+
+  clipboard.on('error', event => {
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure'])
+  })
+}
+
+runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/_static/copybutton_funcs.js b/_static/copybutton_funcs.js
new file mode 100644
index 0000000..dbe1aaa
--- /dev/null
+++ b/_static/copybutton_funcs.js
@@ -0,0 +1,73 @@
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+export function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
diff --git a/_static/css/badge_only.css b/_static/css/badge_only.css
new file mode 100644
index 0000000..c718cee
--- /dev/null
+++ b/_static/css/badge_only.css
@@ -0,0 +1 @@
+.clearfix{*zoom:1}.clearfix:after,.clearfix:before{display:table;content:""}.clearfix:after{clear:both}@font-face{font-family:FontAwesome;font-style:normal;font-weight:400;src:url(fonts/fontawesome-webfont.eot?674f50d287a8c48dc19ba404d20fe713?#iefix) format("embedded-opentype"),url(fonts/fontawesome-webfont.woff2?af7ae505a9eed503f8b8e6982036873e) format("woff2"),url(fonts/fontawesome-webfont.woff?fee66e712a8a08eef5805a46892932ad) format("woff"),url(fonts/fontawesome-webfont.ttf?b06871f281fee6b241d60582ae9369b9) format("truetype"),url(fonts/fontawesome-webfont.svg?912ec66d7572ff821749319396470bde#FontAwesome) format("svg")}.fa:before{font-family:FontAwesome;font-style:normal;font-weight:400;line-height:1}.fa:before,a .fa{text-decoration:inherit}.fa:before,a .fa,li .fa{display:inline-block}li .fa-large:before{width:1.875em}ul.fas{list-style-type:none;margin-left:2em;text-indent:-.8em}ul.fas li .fa{width:.8em}ul.fas li .fa-large:before{vertical-align:baseline}.fa-book:before,.icon-book:before{content:"\f02d"}.fa-caret-down:before,.icon-caret-down:before{content:"\f0d7"}.fa-caret-up:before,.icon-caret-up:before{content:"\f0d8"}.fa-caret-left:before,.icon-caret-left:before{content:"\f0d9"}.fa-caret-right:before,.icon-caret-right:before{content:"\f0da"}.rst-versions{position:fixed;bottom:0;left:0;width:300px;color:#fcfcfc;background:#1f1d1d;font-family:Lato,proxima-nova,Helvetica Neue,Arial,sans-serif;z-index:400}.rst-versions a{color:#2980b9;text-decoration:none}.rst-versions .rst-badge-small{display:none}.rst-versions .rst-current-version{padding:12px;background-color:#272525;display:block;text-align:right;font-size:90%;cursor:pointer;color:#27ae60}.rst-versions .rst-current-version:after{clear:both;content:"";display:block}.rst-versions .rst-current-version .fa{color:#fcfcfc}.rst-versions .rst-current-version .fa-book,.rst-versions .rst-current-version .icon-book{float:left}.rst-versions .rst-current-version.rst-out-of-date{background-color:#e74c3c;color:#fff}.rst-versions .rst-current-version.rst-active-old-version{background-color:#f1c40f;color:#000}.rst-versions.shift-up{height:auto;max-height:100%;overflow-y:scroll}.rst-versions.shift-up .rst-other-versions{display:block}.rst-versions .rst-other-versions{font-size:90%;padding:12px;color:grey;display:none}.rst-versions .rst-other-versions hr{display:block;height:1px;border:0;margin:20px 0;padding:0;border-top:1px solid #413d3d}.rst-versions .rst-other-versions dd{display:inline-block;margin:0}.rst-versions .rst-other-versions dd a{display:inline-block;padding:6px;color:#fcfcfc}.rst-versions.rst-badge{width:auto;bottom:20px;right:20px;left:auto;border:none;max-width:300px;max-height:90%}.rst-versions.rst-badge .fa-book,.rst-versions.rst-badge .icon-book{float:none;line-height:30px}.rst-versions.rst-badge.shift-up .rst-current-version{text-align:right}.rst-versions.rst-badge.shift-up .rst-current-version .fa-book,.rst-versions.rst-badge.shift-up .rst-current-version .icon-book{float:left}.rst-versions.rst-badge>.rst-current-version{width:auto;height:30px;line-height:30px;padding:0 6px;display:block;text-align:center}@media screen and (max-width:768px){.rst-versions{width:85%;display:none}.rst-versions.shift{display:block}}
\ No newline at end of file
diff --git a/_static/css/fonts/Roboto-Slab-Bold.woff b/_static/css/fonts/Roboto-Slab-Bold.woff
new file mode 100644
index 0000000..6cb6000
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diff --git a/_static/css/fonts/Roboto-Slab-Bold.woff2 b/_static/css/fonts/Roboto-Slab-Bold.woff2
new file mode 100644
index 0000000..7059e23
Binary files /dev/null and b/_static/css/fonts/Roboto-Slab-Bold.woff2 differ
diff --git a/_static/css/fonts/Roboto-Slab-Regular.woff b/_static/css/fonts/Roboto-Slab-Regular.woff
new file mode 100644
index 0000000..f815f63
Binary files /dev/null and b/_static/css/fonts/Roboto-Slab-Regular.woff differ
diff --git a/_static/css/fonts/Roboto-Slab-Regular.woff2 b/_static/css/fonts/Roboto-Slab-Regular.woff2
new file mode 100644
index 0000000..f2c76e5
Binary files /dev/null and b/_static/css/fonts/Roboto-Slab-Regular.woff2 differ
diff --git a/_static/css/fonts/fontawesome-webfont.eot b/_static/css/fonts/fontawesome-webfont.eot
new file mode 100644
index 0000000..e9f60ca
Binary files /dev/null and b/_static/css/fonts/fontawesome-webfont.eot differ
diff --git a/_static/css/fonts/fontawesome-webfont.svg b/_static/css/fonts/fontawesome-webfont.svg
new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/_static/css/fonts/fontawesome-webfont.svg
@@ -0,0 +1,2671 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg>
+<metadata>
+Created by FontForge 20120731 at Mon Oct 24 17:37:40 2016
+ By ,,,
+Copyright Dave Gandy 2016. All rights reserved.
+</metadata>
+<defs>
+<font id="FontAwesome" horiz-adv-x="1536" >
+  <font-face 
+    font-family="FontAwesome"
+    font-weight="400"
+    font-stretch="normal"
+    units-per-em="1792"
+    panose-1="0 0 0 0 0 0 0 0 0 0"
+    ascent="1536"
+    descent="-256"
+    bbox="-1.02083 -256.962 2304.6 1537.02"
+    underline-thickness="0"
+    underline-position="0"
+    unicode-range="U+0020-F500"
+  />
+<missing-glyph horiz-adv-x="896" 
+d="M224 112h448v1312h-448v-1312zM112 0v1536h672v-1536h-672z" />
+    <glyph glyph-name=".notdef" horiz-adv-x="896" 
+d="M224 112h448v1312h-448v-1312zM112 0v1536h672v-1536h-672z" />
+    <glyph glyph-name=".null" horiz-adv-x="0" 
+ />
+    <glyph glyph-name="nonmarkingreturn" horiz-adv-x="597" 
+ />
+    <glyph glyph-name="space" unicode=" " horiz-adv-x="448" 
+ />
+    <glyph glyph-name="dieresis" unicode="&#xa8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="copyright" unicode="&#xa9;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="registered" unicode="&#xae;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="AE" unicode="&#xc6;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="Oslash" unicode="&#xd8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="trademark" unicode="&#x2122;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="infinity" unicode="&#x221e;" horiz-adv-x="1792" 
+ />
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diff --git a/_static/doctools.js b/_static/doctools.js
new file mode 100644
index 0000000..4d67807
--- /dev/null
+++ b/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
new file mode 100644
index 0000000..87fc516
--- /dev/null
+++ b/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'dirhtml',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
diff --git a/_static/file.png b/_static/file.png
new file mode 100644
index 0000000..a858a41
Binary files /dev/null and b/_static/file.png differ
diff --git a/_static/jquery.js b/_static/jquery.js
new file mode 100644
index 0000000..c4c6022
--- /dev/null
+++ b/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
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[id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}if(t.length>0){$(".wy-menu-vertical .current").removeClass("current").attr("aria-expanded","false"),t.addClass("current").attr("aria-expanded","true"),t.closest("li.toctree-l1").parent().addClass("current").attr("aria-expanded","true");for(let n=1;n<=10;n++)t.closest("li.toctree-l"+n).addClass("current").attr("aria-expanded","true");t[0].scrollIntoView()}}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(document).height()},hashChange:function(){this.linkScroll=!0,this.win.one("hashchange",(function(){this.linkScroll=!1}))},toggleCurrent:function(n){var e=n.closest("li");e.siblings("li.current").removeClass("current").attr("aria-expanded","false"),e.siblings().find("li.current").removeClass("current").attr("aria-expanded","false");var t=e.find("> ul li");t.length&&(t.removeClass("current").attr("aria-expanded","false"),e.toggleClass("current").attr("aria-expanded",(function(n,e){return"true"==e?"false":"true"})))}},"undefined"!=typeof window&&(window.SphinxRtdTheme={Navigation:n.exports.ThemeNav,StickyNav:n.exports.ThemeNav}),function(){for(var n=0,e=["ms","moz","webkit","o"],t=0;t<e.length&&!window.requestAnimationFrame;++t)window.requestAnimationFrame=window[e[t]+"RequestAnimationFrame"],window.cancelAnimationFrame=window[e[t]+"CancelAnimationFrame"]||window[e[t]+"CancelRequestAnimationFrame"];window.requestAnimationFrame||(window.requestAnimationFrame=function(e,t){var i=(new Date).getTime(),o=Math.max(0,16-(i-n)),r=window.setTimeout((function(){e(i+o)}),o);return n=i+o,r}),window.cancelAnimationFrame||(window.cancelAnimationFrame=function(n){clearTimeout(n)})}()}).call(window)},function(n,e){n.exports=jQuery},function(n,e,t){}]);
\ No newline at end of file
diff --git a/_static/language_data.js b/_static/language_data.js
new file mode 100644
index 0000000..367b8ed
--- /dev/null
+++ b/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, if available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/_static/minipres.js b/_static/minipres.js
new file mode 100644
index 0000000..ad11c87
--- /dev/null
+++ b/_static/minipres.js
@@ -0,0 +1,223 @@
+// Add goTo method to elements
+// http://stackoverflow.com/questions/4801655/how-to-go-to-a-specific-element-on-page
+(function($) {
+    $.fn.goTo = function() {
+        $('html, body').animate({
+            scrollTop: $(this).offset().top //+ 'px'
+        }, 'fast');
+        return this; // for chaining...
+    }
+})(jQuery);
+
+// NO good way to do this!.  Copy a hack from here
+// https://stackoverflow.com/questions/901115/how-can-i-get-query-string-values-in-javascript
+// https://stackoverflow.com/a/2880929
+var urlParams;
+(window.onpopstate = function () {
+    var match,
+        pl     = /\+/g,  // Regex for replacing addition symbol with a space
+        search = /([^&=]+)=?([^&]*)/g,
+        decode = function (s) { return decodeURIComponent(s.replace(pl, " ")); },
+        query  = window.location.search.substring(1);
+    urlParams = {};
+    while (match = search.exec(query))
+	urlParams[decode(match[1])] = decode(match[2]);
+})();
+
+// Select heading levels
+var maxHeading = urlParams['h']
+if (maxHeading === undefined) maxHeading = 2
+var headingLevels = [];
+for (h=2 ; h<maxHeading+1 ; h++)
+    headingLevels.push("h"+h);
+var sectionSelector = headingLevels.join(", ");
+
+// Select heading levels which will be *hidden*
+var minHeading = urlParams['minh'];
+var hiddenSectionSelector = [ ];
+if (minHeading) {
+    for (h=Number(minHeading) ; h<7 ; h++)
+	hiddenSectionSelector.push("h"+h);
+}
+var hiddenSectionSelector = hiddenSectionSelector.join(", ");
+
+
+function section_find() {
+    /* Find all the relevant sections that start each slide.  The
+     * meaning of section in effect *only* matters as much as it can
+     * be parsed by section_top_and_height.
+     */
+    //var sections = $(".title, .section");
+    var sections = $(sectionSelector);
+    return sections;
+}
+
+function section_top_and_height(targetSection) {
+    /* Return object containging {top, height} for the passed section:
+     * the offset relative to the whole page, and height of the
+     * section (or zero if it can't be found).
+     */
+    var parent = targetSection.parentNode;
+
+    // ReStructuredText / Sphinx sections
+    if (parent.className == "section") {
+	targetSection = parent;
+	var top = $(targetSection).offset()["top"];
+	if (targetSection.getBoundingClientRect)
+	    var height = targetSection.getBoundingClientRect()["height"] || 0;
+	else
+	    var height = 0;
+	return {"top":top, "height":height};
+    }
+
+    // Default, no fancy logic
+    var top = $(targetSection).offset()["top"];
+    var height = 0;
+    console.log("default mode:", top, height)
+    return {"top":top, "height":height};
+
+}
+
+
+function switch_slide(delta) {
+    /* scroll `delta` sections forward or backwards
+     */
+    var sections = section_find();
+    console.log(sections);
+
+    var curPos = -10;
+    // Iterate all sections until we find the last one *above* the
+    // center of the screen.
+    for(i=0; i<sections.length; i++) {
+	screen_center = window.innerHeight/2;
+	element_top = sections[i].getBoundingClientRect()["top"]
+        if ( element_top < screen_center ) {
+            continue;
+        }
+        curPos = i-1;
+        break;
+    }
+    console.log("cur=", curPos);
+
+    // We didn't find anything - we are at the bottom of the page.
+    if (curPos == -10) {
+	curPos = sections.length - 1;
+    }
+
+    // Target element we want to scroll to
+    var targetPos = curPos + delta;
+    console.log("target=", targetPos);
+
+    // If we ask for -1, go directly to the top of the whole page.
+    if ( targetPos == -1 ) {
+	//var targetSection = $("body")
+	$('html, body').animate({
+            scrollTop: 0
+	}, 'fast');
+	return;
+    }
+
+    if ( targetPos < 0 || targetPos > (sections.length-1) ) {
+    // if we would scroll past bottom, or above top, do nothing
+        return;
+    }
+
+    console.log('xxxxxx');
+    var targetSection = sections[targetPos];
+    console.log(targetSection, typeof(targetSection));
+
+    // Return targetSection top and height
+    var secProperties = section_top_and_height(targetSection);
+    var top = secProperties['top'];
+    var height = secProperties['height']
+    var win_height = window.innerHeight;
+    //console.info(top, height, win_height)
+
+    var scroll_to = 0;
+    if (height >= win_height || height == 0) {
+        scroll_to = top;
+    } else {
+        scroll_to = top - (win_height-height)/3.;
+    }
+    //console.info(top, height, win_height, scroll_to)
+
+    $('html, body').animate({
+        scrollTop: scroll_to //+ 'px'
+    }, 'fast');
+
+}
+
+
+function minipres() {
+    /* Enable the minipres mode:
+       - call the hide() function
+       - set up the scrolling listener
+     */
+    document.addEventListener('keydown', function (event) {
+        switch(event.which) {
+        case 37: // left
+            switch_slide(-1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 38: // up
+        case 39: // right
+            switch_slide(+1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 40: // down
+        default:
+    	    return; // exit this handler for other keys
+        }
+    }, true)
+
+    hide()
+
+    // Increase space between sections
+    //$("div .section").css('margin-bottom', '50%');
+    $(sectionSelector).css('margin-top', '50%');
+
+    // Reduce size/color of other sections
+    if (hiddenSectionSelector.length > 0) {
+        var hideNodes = $(hiddenSectionSelector);
+        console.log(typeof hideNodes, hideNodes);
+        for (node in hideNodes) {
+            console.log("a", typeof node, node);
+            node = hideNodes[node];  // what's right way to iterate values?
+            console.log("b", typeof node, node);
+            if (node.parentNode && node.parentNode.className == "section") {
+                node = node.parentNode;
+                console.log("c", typeof node, node);
+                //node.css['transform'] = 'scale(.5)';
+                //node.css['transform-origin'] = 'top center';
+                $(node).css('color', 'lightgrey');
+                //$(node).css('font-size', '20%');
+                //$(node).css('visibility', 'collapse');
+                //ntahousnatouhasno;
+            }
+        }
+    }
+}
+
+function hide() {
+    /* Hide all non-essential elements on the page
+     */
+
+    // This is for sphinx_rst_theme and readthedocs
+    $(".wy-nav-side").remove();
+    $(".wy-nav-content-wrap").css('margin-left', 0);
+    $('.rst-versions').remove();  // readthedocs version selector
+
+    // Add other formats here.
+}
+
+
+var slideshow = minipres;
+
+if (window.location.search.match(/[?&](minipres|slideshow|pres)([=&]|$)/) ) {
+    //minipres()
+    window.addEventListener("load", minipres);
+} else if (window.location.search.match(/[?&](plain)([=&]|$)/) ) {
+    window.addEventListener("load", hide);
+}
diff --git a/_static/minus.png b/_static/minus.png
new file mode 100644
index 0000000..d96755f
Binary files /dev/null and b/_static/minus.png differ
diff --git a/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css b/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
new file mode 100644
index 0000000..3356631
--- /dev/null
+++ b/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
@@ -0,0 +1,2342 @@
+/* Variables */
+:root {
+  --mystnb-source-bg-color: #f7f7f7;
+  --mystnb-stdout-bg-color: #fcfcfc;
+  --mystnb-stderr-bg-color: #fdd;
+  --mystnb-traceback-bg-color: #fcfcfc;
+  --mystnb-source-border-color: #ccc;
+  --mystnb-source-margin-color: green;
+  --mystnb-stdout-border-color: #f7f7f7;
+  --mystnb-stderr-border-color: #f7f7f7;
+  --mystnb-traceback-border-color: #ffd6d6;
+  --mystnb-hide-prompt-opacity: 70%;
+  --mystnb-source-border-radius: .4em;
+  --mystnb-source-border-width: 1px;
+}
+
+/* Whole cell */
+div.container.cell {
+  padding-left: 0;
+  margin-bottom: 1em;
+}
+
+/* Removing all background formatting so we can control at the div level */
+.cell_input div.highlight,
+.cell_output pre,
+.cell_input pre,
+.cell_output .output {
+  border: none;
+  box-shadow: none;
+}
+
+.cell_output .output pre,
+.cell_input pre {
+  margin: 0px;
+}
+
+/* Input cells */
+div.cell div.cell_input,
+div.cell details.above-input>summary {
+  padding-left: 0em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  background-color: var(--mystnb-source-bg-color);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+  border-radius: var(--mystnb-source-border-radius);
+}
+
+div.cell_input>div,
+div.cell_output div.output>div.highlight {
+  margin: 0em !important;
+  border: none !important;
+}
+
+/* All cell outputs */
+.cell_output {
+  padding-left: 1em;
+  padding-right: 0em;
+  margin-top: 1em;
+}
+
+/* Text outputs from cells */
+.cell_output .output.text_plain,
+.cell_output .output.traceback,
+.cell_output .output.stream,
+.cell_output .output.stderr {
+  margin-top: 1em;
+  margin-bottom: 0em;
+  box-shadow: none;
+}
+
+.cell_output .output.text_plain,
+.cell_output .output.stream {
+  background: var(--mystnb-stdout-bg-color);
+  border: 1px solid var(--mystnb-stdout-border-color);
+}
+
+.cell_output .output.stderr {
+  background: var(--mystnb-stderr-bg-color);
+  border: 1px solid var(--mystnb-stderr-border-color);
+}
+
+.cell_output .output.traceback {
+  background: var(--mystnb-traceback-bg-color);
+  border: 1px solid var(--mystnb-traceback-border-color);
+}
+
+/* Collapsible cell content */
+div.cell details.above-input div.cell_input {
+  border-top-left-radius: 0;
+  border-top-right-radius: 0;
+  border-top: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+}
+
+div.cell div.cell_input.above-output-prompt {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+}
+
+div.cell details.above-input>summary {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+  border-bottom: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+  padding-left: 1em;
+  margin-bottom: 0;
+}
+
+div.cell details.above-output>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.below-input>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-top: none;
+  border-bottom-left-radius: var(--mystnb-source-border-radius);
+  border-bottom-right-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.hide>summary>span {
+  opacity: var(--mystnb-hide-prompt-opacity);
+}
+
+div.cell details.hide[open]>summary>span.collapsed {
+  display: none;
+}
+
+div.cell details.hide:not([open])>summary>span.expanded {
+  display: none;
+}
+
+@keyframes collapsed-fade-in {
+  0% {
+    opacity: 0;
+  }
+
+  100% {
+    opacity: 1;
+  }
+}
+div.cell details.hide[open]>summary~* {
+  -moz-animation: collapsed-fade-in 0.3s ease-in-out;
+  -webkit-animation: collapsed-fade-in 0.3s ease-in-out;
+  animation: collapsed-fade-in 0.3s ease-in-out;
+}
+
+/* Math align to the left */
+.cell_output .MathJax_Display {
+  text-align: left !important;
+}
+
+/* Pandas tables. Pulled from the Jupyter / nbsphinx CSS */
+div.cell_output table {
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 1em;
+  table-layout: fixed;
+}
+
+div.cell_output thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+
+div.cell_output tr,
+div.cell_output th,
+div.cell_output td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+div.cell_output th {
+  font-weight: bold;
+}
+
+div.cell_output tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+
+div.cell_output tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+
+/** source code line numbers **/
+span.linenos {
+  opacity: 0.5;
+}
+
+/* Inline text from `paste` operation */
+
+span.pasted-text {
+  font-weight: bold;
+}
+
+span.pasted-inline img {
+  max-height: 2em;
+}
+
+tbody span.pasted-inline img {
+  max-height: none;
+}
+
+/* Font colors for translated ANSI escape sequences
+Color values are copied from Jupyter Notebook
+https://github.com/jupyter/notebook/blob/52581f8eda9b319eb0390ac77fe5903c38f81e3e/notebook/static/notebook/less/ansicolors.less#L14-L21
+Background colors from
+https://nbsphinx.readthedocs.io/en/latest/code-cells.html#ANSI-Colors
+*/
+div.highlight .-Color-Bold {
+  font-weight: bold;
+}
+
+div.highlight .-Color[class*=-Black] {
+  color: #3E424D
+}
+
+div.highlight .-Color[class*=-Red] {
+  color: #E75C58
+}
+
+div.highlight .-Color[class*=-Green] {
+  color: #00A250
+}
+
+div.highlight .-Color[class*=-Yellow] {
+  color: #DDB62B
+}
+
+div.highlight .-Color[class*=-Blue] {
+  color: #208FFB
+}
+
+div.highlight .-Color[class*=-Magenta] {
+  color: #D160C4
+}
+
+div.highlight .-Color[class*=-Cyan] {
+  color: #60C6C8
+}
+
+div.highlight .-Color[class*=-White] {
+  color: #C5C1B4
+}
+
+div.highlight .-Color[class*=-BGBlack] {
+  background-color: #3E424D
+}
+
+div.highlight .-Color[class*=-BGRed] {
+  background-color: #E75C58
+}
+
+div.highlight .-Color[class*=-BGGreen] {
+  background-color: #00A250
+}
+
+div.highlight .-Color[class*=-BGYellow] {
+  background-color: #DDB62B
+}
+
+div.highlight .-Color[class*=-BGBlue] {
+  background-color: #208FFB
+}
+
+div.highlight .-Color[class*=-BGMagenta] {
+  background-color: #D160C4
+}
+
+div.highlight .-Color[class*=-BGCyan] {
+  background-color: #60C6C8
+}
+
+div.highlight .-Color[class*=-BGWhite] {
+  background-color: #C5C1B4
+}
+
+/* Font colors for 8-bit ANSI */
+
+div.highlight .-Color[class*=-C0] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC0] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C1] {
+  color: #800000
+}
+
+div.highlight .-Color[class*=-BGC1] {
+  background-color: #800000
+}
+
+div.highlight .-Color[class*=-C2] {
+  color: #008000
+}
+
+div.highlight .-Color[class*=-BGC2] {
+  background-color: #008000
+}
+
+div.highlight .-Color[class*=-C3] {
+  color: #808000
+}
+
+div.highlight .-Color[class*=-BGC3] {
+  background-color: #808000
+}
+
+div.highlight .-Color[class*=-C4] {
+  color: #000080
+}
+
+div.highlight .-Color[class*=-BGC4] {
+  background-color: #000080
+}
+
+div.highlight .-Color[class*=-C5] {
+  color: #800080
+}
+
+div.highlight .-Color[class*=-BGC5] {
+  background-color: #800080
+}
+
+div.highlight .-Color[class*=-C6] {
+  color: #008080
+}
+
+div.highlight .-Color[class*=-BGC6] {
+  background-color: #008080
+}
+
+div.highlight .-Color[class*=-C7] {
+  color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-BGC7] {
+  background-color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-C8] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC8] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C9] {
+  color: #FF0000
+}
+
+div.highlight .-Color[class*=-BGC9] {
+  background-color: #FF0000
+}
+
+div.highlight .-Color[class*=-C10] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC10] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C11] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC11] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C12] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC12] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C13] {
+  color: #FF00FF
+}
+
+div.highlight .-Color[class*=-BGC13] {
+  background-color: #FF00FF
+}
+
+div.highlight .-Color[class*=-C14] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC14] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C15] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC15] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C16] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC16] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C17] {
+  color: #00005F
+}
+
+div.highlight .-Color[class*=-BGC17] {
+  background-color: #00005F
+}
+
+div.highlight .-Color[class*=-C18] {
+  color: #000087
+}
+
+div.highlight .-Color[class*=-BGC18] {
+  background-color: #000087
+}
+
+div.highlight .-Color[class*=-C19] {
+  color: #0000AF
+}
+
+div.highlight .-Color[class*=-BGC19] {
+  background-color: #0000AF
+}
+
+div.highlight .-Color[class*=-C20] {
+  color: #0000D7
+}
+
+div.highlight .-Color[class*=-BGC20] {
+  background-color: #0000D7
+}
+
+div.highlight .-Color[class*=-C21] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC21] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C22] {
+  color: #005F00
+}
+
+div.highlight .-Color[class*=-BGC22] {
+  background-color: #005F00
+}
+
+div.highlight .-Color[class*=-C23] {
+  color: #005F5F
+}
+
+div.highlight .-Color[class*=-BGC23] {
+  background-color: #005F5F
+}
+
+div.highlight .-Color[class*=-C24] {
+  color: #005F87
+}
+
+div.highlight .-Color[class*=-BGC24] {
+  background-color: #005F87
+}
+
+div.highlight .-Color[class*=-C25] {
+  color: #005FAF
+}
+
+div.highlight .-Color[class*=-BGC25] {
+  background-color: #005FAF
+}
+
+div.highlight .-Color[class*=-C26] {
+  color: #005FD7
+}
+
+div.highlight .-Color[class*=-BGC26] {
+  background-color: #005FD7
+}
+
+div.highlight .-Color[class*=-C27] {
+  color: #005FFF
+}
+
+div.highlight .-Color[class*=-BGC27] {
+  background-color: #005FFF
+}
+
+div.highlight .-Color[class*=-C28] {
+  color: #008700
+}
+
+div.highlight .-Color[class*=-BGC28] {
+  background-color: #008700
+}
+
+div.highlight .-Color[class*=-C29] {
+  color: #00875F
+}
+
+div.highlight .-Color[class*=-BGC29] {
+  background-color: #00875F
+}
+
+div.highlight .-Color[class*=-C30] {
+  color: #008787
+}
+
+div.highlight .-Color[class*=-BGC30] {
+  background-color: #008787
+}
+
+div.highlight .-Color[class*=-C31] {
+  color: #0087AF
+}
+
+div.highlight .-Color[class*=-BGC31] {
+  background-color: #0087AF
+}
+
+div.highlight .-Color[class*=-C32] {
+  color: #0087D7
+}
+
+div.highlight .-Color[class*=-BGC32] {
+  background-color: #0087D7
+}
+
+div.highlight .-Color[class*=-C33] {
+  color: #0087FF
+}
+
+div.highlight .-Color[class*=-BGC33] {
+  background-color: #0087FF
+}
+
+div.highlight .-Color[class*=-C34] {
+  color: #00AF00
+}
+
+div.highlight .-Color[class*=-BGC34] {
+  background-color: #00AF00
+}
+
+div.highlight .-Color[class*=-C35] {
+  color: #00AF5F
+}
+
+div.highlight .-Color[class*=-BGC35] {
+  background-color: #00AF5F
+}
+
+div.highlight .-Color[class*=-C36] {
+  color: #00AF87
+}
+
+div.highlight .-Color[class*=-BGC36] {
+  background-color: #00AF87
+}
+
+div.highlight .-Color[class*=-C37] {
+  color: #00AFAF
+}
+
+div.highlight .-Color[class*=-BGC37] {
+  background-color: #00AFAF
+}
+
+div.highlight .-Color[class*=-C38] {
+  color: #00AFD7
+}
+
+div.highlight .-Color[class*=-BGC38] {
+  background-color: #00AFD7
+}
+
+div.highlight .-Color[class*=-C39] {
+  color: #00AFFF
+}
+
+div.highlight .-Color[class*=-BGC39] {
+  background-color: #00AFFF
+}
+
+div.highlight .-Color[class*=-C40] {
+  color: #00D700
+}
+
+div.highlight .-Color[class*=-BGC40] {
+  background-color: #00D700
+}
+
+div.highlight .-Color[class*=-C41] {
+  color: #00D75F
+}
+
+div.highlight .-Color[class*=-BGC41] {
+  background-color: #00D75F
+}
+
+div.highlight .-Color[class*=-C42] {
+  color: #00D787
+}
+
+div.highlight .-Color[class*=-BGC42] {
+  background-color: #00D787
+}
+
+div.highlight .-Color[class*=-C43] {
+  color: #00D7AF
+}
+
+div.highlight .-Color[class*=-BGC43] {
+  background-color: #00D7AF
+}
+
+div.highlight .-Color[class*=-C44] {
+  color: #00D7D7
+}
+
+div.highlight .-Color[class*=-BGC44] {
+  background-color: #00D7D7
+}
+
+div.highlight .-Color[class*=-C45] {
+  color: #00D7FF
+}
+
+div.highlight .-Color[class*=-BGC45] {
+  background-color: #00D7FF
+}
+
+div.highlight .-Color[class*=-C46] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC46] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C47] {
+  color: #00FF5F
+}
+
+div.highlight .-Color[class*=-BGC47] {
+  background-color: #00FF5F
+}
+
+div.highlight .-Color[class*=-C48] {
+  color: #00FF87
+}
+
+div.highlight .-Color[class*=-BGC48] {
+  background-color: #00FF87
+}
+
+div.highlight .-Color[class*=-C49] {
+  color: #00FFAF
+}
+
+div.highlight .-Color[class*=-BGC49] {
+  background-color: #00FFAF
+}
+
+div.highlight .-Color[class*=-C50] {
+  color: #00FFD7
+}
+
+div.highlight .-Color[class*=-BGC50] {
+  background-color: #00FFD7
+}
+
+div.highlight .-Color[class*=-C51] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC51] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C52] {
+  color: #5F0000
+}
+
+div.highlight .-Color[class*=-BGC52] {
+  background-color: #5F0000
+}
+
+div.highlight .-Color[class*=-C53] {
+  color: #5F005F
+}
+
+div.highlight .-Color[class*=-BGC53] {
+  background-color: #5F005F
+}
+
+div.highlight .-Color[class*=-C54] {
+  color: #5F0087
+}
+
+div.highlight .-Color[class*=-BGC54] {
+  background-color: #5F0087
+}
+
+div.highlight .-Color[class*=-C55] {
+  color: #5F00AF
+}
+
+div.highlight .-Color[class*=-BGC55] {
+  background-color: #5F00AF
+}
+
+div.highlight .-Color[class*=-C56] {
+  color: #5F00D7
+}
+
+div.highlight .-Color[class*=-BGC56] {
+  background-color: #5F00D7
+}
+
+div.highlight .-Color[class*=-C57] {
+  color: #5F00FF
+}
+
+div.highlight .-Color[class*=-BGC57] {
+  background-color: #5F00FF
+}
+
+div.highlight .-Color[class*=-C58] {
+  color: #5F5F00
+}
+
+div.highlight .-Color[class*=-BGC58] {
+  background-color: #5F5F00
+}
+
+div.highlight .-Color[class*=-C59] {
+  color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-BGC59] {
+  background-color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-C60] {
+  color: #5F5F87
+}
+
+div.highlight .-Color[class*=-BGC60] {
+  background-color: #5F5F87
+}
+
+div.highlight .-Color[class*=-C61] {
+  color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-BGC61] {
+  background-color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-C62] {
+  color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-BGC62] {
+  background-color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-C63] {
+  color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-BGC63] {
+  background-color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-C64] {
+  color: #5F8700
+}
+
+div.highlight .-Color[class*=-BGC64] {
+  background-color: #5F8700
+}
+
+div.highlight .-Color[class*=-C65] {
+  color: #5F875F
+}
+
+div.highlight .-Color[class*=-BGC65] {
+  background-color: #5F875F
+}
+
+div.highlight .-Color[class*=-C66] {
+  color: #5F8787
+}
+
+div.highlight .-Color[class*=-BGC66] {
+  background-color: #5F8787
+}
+
+div.highlight .-Color[class*=-C67] {
+  color: #5F87AF
+}
+
+div.highlight .-Color[class*=-BGC67] {
+  background-color: #5F87AF
+}
+
+div.highlight .-Color[class*=-C68] {
+  color: #5F87D7
+}
+
+div.highlight .-Color[class*=-BGC68] {
+  background-color: #5F87D7
+}
+
+div.highlight .-Color[class*=-C69] {
+  color: #5F87FF
+}
+
+div.highlight .-Color[class*=-BGC69] {
+  background-color: #5F87FF
+}
+
+div.highlight .-Color[class*=-C70] {
+  color: #5FAF00
+}
+
+div.highlight .-Color[class*=-BGC70] {
+  background-color: #5FAF00
+}
+
+div.highlight .-Color[class*=-C71] {
+  color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-BGC71] {
+  background-color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-C72] {
+  color: #5FAF87
+}
+
+div.highlight .-Color[class*=-BGC72] {
+  background-color: #5FAF87
+}
+
+div.highlight .-Color[class*=-C73] {
+  color: #5FAFAF
+}
+
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+  background-color: #5FAFAF
+}
+
+div.highlight .-Color[class*=-C74] {
+  color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-BGC74] {
+  background-color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-C75] {
+  color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-BGC75] {
+  background-color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-C76] {
+  color: #5FD700
+}
+
+div.highlight .-Color[class*=-BGC76] {
+  background-color: #5FD700
+}
+
+div.highlight .-Color[class*=-C77] {
+  color: #5FD75F
+}
+
+div.highlight .-Color[class*=-BGC77] {
+  background-color: #5FD75F
+}
+
+div.highlight .-Color[class*=-C78] {
+  color: #5FD787
+}
+
+div.highlight .-Color[class*=-BGC78] {
+  background-color: #5FD787
+}
+
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+  color: #5FD7AF
+}
+
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+  background-color: #5FD7AF
+}
+
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+  color: #5FD7D7
+}
+
+div.highlight .-Color[class*=-BGC80] {
+  background-color: #5FD7D7
+}
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+div.highlight .-Color[class*=-C81] {
+  color: #5FD7FF
+}
+
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+  background-color: #5FD7FF
+}
+
+div.highlight .-Color[class*=-C82] {
+  color: #5FFF00
+}
+
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+  background-color: #5FFF00
+}
+
+div.highlight .-Color[class*=-C83] {
+  color: #5FFF5F
+}
+
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+  background-color: #5FFF5F
+}
+
+div.highlight .-Color[class*=-C84] {
+  color: #5FFF87
+}
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+  background-color: #5FFF87
+}
+
+div.highlight .-Color[class*=-C85] {
+  color: #5FFFAF
+}
+
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+  background-color: #5FFFAF
+}
+
+div.highlight .-Color[class*=-C86] {
+  color: #5FFFD7
+}
+
+div.highlight .-Color[class*=-BGC86] {
+  background-color: #5FFFD7
+}
+
+div.highlight .-Color[class*=-C87] {
+  color: #5FFFFF
+}
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+}
+
+div.highlight .-Color[class*=-C88] {
+  color: #870000
+}
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+}
+
+div.highlight .-Color[class*=-C89] {
+  color: #87005F
+}
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+  background-color: #87005F
+}
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+  color: #870087
+}
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+div.highlight .-Color[class*=-BGC90] {
+  background-color: #870087
+}
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+div.highlight .-Color[class*=-C91] {
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+}
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+div.highlight .-Color[class*=-BGC91] {
+  background-color: #8700AF
+}
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+  color: #8700D7
+}
+
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+  background-color: #8700D7
+}
+
+div.highlight .-Color[class*=-C93] {
+  color: #8700FF
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
+
+div.highlight .-Color[class*=-BGC209] {
+  background-color: #FF875F
+}
+
+div.highlight .-Color[class*=-C210] {
+  color: #FF8787
+}
+
+div.highlight .-Color[class*=-BGC210] {
+  background-color: #FF8787
+}
+
+div.highlight .-Color[class*=-C211] {
+  color: #FF87AF
+}
+
+div.highlight .-Color[class*=-BGC211] {
+  background-color: #FF87AF
+}
+
+div.highlight .-Color[class*=-C212] {
+  color: #FF87D7
+}
+
+div.highlight .-Color[class*=-BGC212] {
+  background-color: #FF87D7
+}
+
+div.highlight .-Color[class*=-C213] {
+  color: #FF87FF
+}
+
+div.highlight .-Color[class*=-BGC213] {
+  background-color: #FF87FF
+}
+
+div.highlight .-Color[class*=-C214] {
+  color: #FFAF00
+}
+
+div.highlight .-Color[class*=-BGC214] {
+  background-color: #FFAF00
+}
+
+div.highlight .-Color[class*=-C215] {
+  color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-BGC215] {
+  background-color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-C216] {
+  color: #FFAF87
+}
+
+div.highlight .-Color[class*=-BGC216] {
+  background-color: #FFAF87
+}
+
+div.highlight .-Color[class*=-C217] {
+  color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-BGC217] {
+  background-color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-C218] {
+  color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-BGC218] {
+  background-color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-C219] {
+  color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-BGC219] {
+  background-color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-C220] {
+  color: #FFD700
+}
+
+div.highlight .-Color[class*=-BGC220] {
+  background-color: #FFD700
+}
+
+div.highlight .-Color[class*=-C221] {
+  color: #FFD75F
+}
+
+div.highlight .-Color[class*=-BGC221] {
+  background-color: #FFD75F
+}
+
+div.highlight .-Color[class*=-C222] {
+  color: #FFD787
+}
+
+div.highlight .-Color[class*=-BGC222] {
+  background-color: #FFD787
+}
+
+div.highlight .-Color[class*=-C223] {
+  color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-BGC223] {
+  background-color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-C224] {
+  color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-BGC224] {
+  background-color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-C225] {
+  color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-BGC225] {
+  background-color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-C226] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC226] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C227] {
+  color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-BGC227] {
+  background-color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-C228] {
+  color: #FFFF87
+}
+
+div.highlight .-Color[class*=-BGC228] {
+  background-color: #FFFF87
+}
+
+div.highlight .-Color[class*=-C229] {
+  color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-BGC229] {
+  background-color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-C230] {
+  color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-BGC230] {
+  background-color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-C231] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC231] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C232] {
+  color: #080808
+}
+
+div.highlight .-Color[class*=-BGC232] {
+  background-color: #080808
+}
+
+div.highlight .-Color[class*=-C233] {
+  color: #121212
+}
+
+div.highlight .-Color[class*=-BGC233] {
+  background-color: #121212
+}
+
+div.highlight .-Color[class*=-C234] {
+  color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-BGC234] {
+  background-color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-C235] {
+  color: #262626
+}
+
+div.highlight .-Color[class*=-BGC235] {
+  background-color: #262626
+}
+
+div.highlight .-Color[class*=-C236] {
+  color: #303030
+}
+
+div.highlight .-Color[class*=-BGC236] {
+  background-color: #303030
+}
+
+div.highlight .-Color[class*=-C237] {
+  color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-BGC237] {
+  background-color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-C238] {
+  color: #444444
+}
+
+div.highlight .-Color[class*=-BGC238] {
+  background-color: #444444
+}
+
+div.highlight .-Color[class*=-C239] {
+  color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-BGC239] {
+  background-color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-C240] {
+  color: #585858
+}
+
+div.highlight .-Color[class*=-BGC240] {
+  background-color: #585858
+}
+
+div.highlight .-Color[class*=-C241] {
+  color: #626262
+}
+
+div.highlight .-Color[class*=-BGC241] {
+  background-color: #626262
+}
+
+div.highlight .-Color[class*=-C242] {
+  color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-BGC242] {
+  background-color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-C243] {
+  color: #767676
+}
+
+div.highlight .-Color[class*=-BGC243] {
+  background-color: #767676
+}
+
+div.highlight .-Color[class*=-C244] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC244] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C245] {
+  color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-BGC245] {
+  background-color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-C246] {
+  color: #949494
+}
+
+div.highlight .-Color[class*=-BGC246] {
+  background-color: #949494
+}
+
+div.highlight .-Color[class*=-C247] {
+  color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-BGC247] {
+  background-color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-C248] {
+  color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-BGC248] {
+  background-color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-C249] {
+  color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-BGC249] {
+  background-color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-C250] {
+  color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-BGC250] {
+  background-color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-C251] {
+  color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-BGC251] {
+  background-color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-C252] {
+  color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-BGC252] {
+  background-color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-C253] {
+  color: #DADADA
+}
+
+div.highlight .-Color[class*=-BGC253] {
+  background-color: #DADADA
+}
+
+div.highlight .-Color[class*=-C254] {
+  color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-BGC254] {
+  background-color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-C255] {
+  color: #EEEEEE
+}
+
+div.highlight .-Color[class*=-BGC255] {
+  background-color: #EEEEEE
+}
diff --git a/_static/plus.png b/_static/plus.png
new file mode 100644
index 0000000..7107cec
Binary files /dev/null and b/_static/plus.png differ
diff --git a/_static/pygments.css b/_static/pygments.css
new file mode 100644
index 0000000..84ab303
--- /dev/null
+++ b/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #9C6500 } /* Comment.Preproc */
+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #687822 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #767600 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #A45A77 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/_static/searchtools.js b/_static/searchtools.js
new file mode 100644
index 0000000..b08d58c
--- /dev/null
+++ b/_static/searchtools.js
@@ -0,0 +1,620 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, anchor)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      "Search finished, found ${resultCount} page(s) matching the search query."
+    ).replace('${resultCount}', resultCount);
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+// Helper function used by query() to order search results.
+// Each input is an array of [docname, title, anchor, descr, score, filename].
+// Order the results by score (in opposite order of appearance, since the
+// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
+const _orderResultsByScoreThenName = (a, b) => {
+  const leftScore = a[4];
+  const rightScore = b[4];
+  if (leftScore === rightScore) {
+    // same score: sort alphabetically
+    const leftTitle = a[1].toLowerCase();
+    const rightTitle = b[1].toLowerCase();
+    if (leftTitle === rightTitle) return 0;
+    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+  }
+  return leftScore > rightScore ? 1 : -1;
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString, anchor) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    for (const removalQuery of [".headerlink", "script", "style"]) {
+      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
+    }
+    if (anchor) {
+      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
+      if (anchorContent) return anchorContent.textContent;
+
+      console.warn(
+        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
+      );
+    }
+
+    // if anchor not specified or not found, fall back to main content
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent) return docContent.textContent;
+
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  _parseQuery: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // Collect multiple result groups to be sorted separately and then ordered.
+    // Each is an array of [docname, title, anchor, descr, score, filename].
+    const normalResults = [];
+    const nonMainIndexResults = [];
+
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase().trim();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
+          normalResults.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score + boost,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id, isMain] of foundEntries) {
+          const score = Math.round(100 * queryLower.length / entry.length);
+          const result = [
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ];
+          if (isMain) {
+            normalResults.push(result);
+          } else {
+            nonMainIndexResults.push(result);
+          }
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
+      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
+    }
+
+    // Sort each group of results by score and then alphabetically by name.
+    normalResults.sort(_orderResultsByScoreThenName);
+    nonMainIndexResults.sort(_orderResultsByScoreThenName);
+
+    // Combine the result groups in (reverse) order.
+    // Non-main index entries are typically arbitrary cross-references,
+    // so display them after other results.
+    let results = [...nonMainIndexResults, ...normalResults];
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    return results.reverse();
+  },
+
+  query: (query) => {
+    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
+    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        if (!terms.hasOwnProperty(word)) {
+          Object.keys(terms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: terms[term], score: Scorer.partialTerm });
+          });
+        }
+        if (!titleTerms.hasOwnProperty(word)) {
+          Object.keys(titleTerms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
+          });
+        }
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (!fileMap.has(file)) fileMap.set(file, [word]);
+        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords, anchor) => {
+    const text = Search.htmlToText(htmlText, anchor);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js
new file mode 100644
index 0000000..8a96c69
--- /dev/null
+++ b/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/_static/sphinx_lesson.css b/_static/sphinx_lesson.css
new file mode 100644
index 0000000..14b20c6
--- /dev/null
+++ b/_static/sphinx_lesson.css
@@ -0,0 +1,51 @@
+/* sphinx_lesson.css */
+
+body.wy-body-for-nav img.with-border {
+    border: 2px solid;
+}
+
+.rst-content .admonition-no-content {
+    padding-bottom: 0px;
+}
+
+.rst-content .demo > .admonition-title::before {
+    content: "\01F440";  /* Eyes */ }
+.rst-content .type-along > .admonition-title::before {
+    content: "\02328\0FE0F";  /* Keyboard */ }
+.rst-content .exercise > .admonition-title::before {
+    content: "\0270D\0FE0F";  /* Hand */ }
+.rst-content .solution > .admonition-title::before {
+    content: "\02714\0FE0E";  /* Check mark */ }
+.rst-content .homework > .admonition-title::before {
+    content: "\01F4DD";  /* Memo */ }
+.rst-content .discussion > .admonition-title::before {
+    content: "\01F4AC";  /* Speech balloon */ }
+.rst-content .questions > .admonition-title::before {
+    content: "\02753\0FE0E";  /* Question mark */ }
+.rst-content .prerequisites > .admonition-title::before {
+    content: "\02699";  /* Gear */ }
+.rst-content .seealso > .admonition-title::before {
+    content: "\027A1\0FE0E";  /* Question mark */ }
+
+
+/* instructor-note */
+.rst-content .instructor-note {
+    background: #e7e7e7;
+}
+.rst-content .instructor-note > .admonition-title {
+    background: #6a6a6a;
+}
+.rst-content .instructor-note > .admonition-title::before {
+    content: "";
+}
+
+
+/* sphinx_toggle_button, make the font white */
+.rst-content .toggle.admonition button.toggle-button {
+    color: white;
+}
+
+/* sphinx-togglebutton, remove underflow when toggled to hidden mode */
+.rst-content .admonition.toggle-hidden {
+    padding-bottom: 0px;
+}
diff --git a/_static/sphinx_rtd_theme_ext_color_contrast.css b/_static/sphinx_rtd_theme_ext_color_contrast.css
new file mode 100644
index 0000000..e68feb8
--- /dev/null
+++ b/_static/sphinx_rtd_theme_ext_color_contrast.css
@@ -0,0 +1,47 @@
+/* The following are for web accessibility of sphinx_rtd_theme: they
+ * solve some of the most frequent contrast issues.  Remove when this
+ * solved:
+ * https://github.com/readthedocs/sphinx_rtd_theme/issues/971
+ */
+/* background: #fcfcfc, note boxes #E7F2FA */
+a { color: #2573A7; }  /* original #2980B9, #1F5C84; */
+body { color: #242424; } /* original #404040, #383838 */
+.wy-side-nav-search>a, .wy-side-nav-search .wy-dropdown>a {
+    color: #ffffff;
+} /* original #fcfcfc */
+footer { color: #737373; } /* original gray=#808080*/
+footer span.commit code, footer span.commit .rst-content tt, .rst-content footer span.commit tt {
+    color: #737373;
+}  /* original gray=#808080*/
+.rst-content tt.literal, .rst-content tt.literal, .rst-content code.literal {
+    color: #AB2314;
+}
+/* Sidebar background */
+.wy-side-nav-search { background-color: #277CB4;}
+
+/* Same, but for pygments */
+.highlight .ch { color: #3E7A89; } /* #! line */
+.highlight .c1 { color: #3E7A89; } /* also comments */
+.highlight .nv { color: #AD3ECC; } /* variable */
+.highlight .gp { color: #B45608; } /* prompt character, $*/
+.highlight .si { color: #3975B1; } /* ${} variable text */
+.highlight .nc { color: #0C78A7; }
+
+/* Sphinx admonitions */
+/* warning */
+.wy-alert.wy-alert-warning .wy-alert-title, .rst-content .wy-alert-warning.note .wy-alert-title, .rst-content .attention .wy-alert-title, .rst-content .caution .wy-alert-title, .rst-content .wy-alert-warning.danger .wy-alert-title, .rst-content .wy-alert-warning.error .wy-alert-title, .rst-content .wy-alert-warning.hint .wy-alert-title, .rst-content .wy-alert-warning.important .wy-alert-title, .rst-content .wy-alert-warning.tip .wy-alert-title, .rst-content .warning .wy-alert-title, .rst-content .wy-alert-warning.seealso .wy-alert-title, .rst-content .admonition-todo .wy-alert-title, .rst-content .wy-alert-warning.admonition .wy-alert-title, .wy-alert.wy-alert-warning .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-warning .admonition-title, .rst-content .wy-alert-warning.note .admonition-title, .rst-content .attention .admonition-title, .rst-content .caution .admonition-title, .rst-content .wy-alert-warning.danger .admonition-title, .rst-content .wy-alert-warning.error .admonition-title, .rst-content .wy-alert-warning.hint .admonition-title, .rst-content .wy-alert-warning.important .admonition-title, .rst-content .wy-alert-warning.tip .admonition-title, .rst-content .warning .admonition-title, .rst-content .wy-alert-warning.seealso .admonition-title, .rst-content .admonition-todo .admonition-title, .rst-content .wy-alert-warning.admonition .admonition-title {
+    background: #B15E16; }
+/* important */
+.wy-alert.wy-alert-success .wy-alert-title, .rst-content .wy-alert-success.note .wy-alert-title, .rst-content .wy-alert-success.attention .wy-alert-title, .rst-content .wy-alert-success.caution .wy-alert-title, .rst-content .wy-alert-success.danger .wy-alert-title, .rst-content .wy-alert-success.error .wy-alert-title, .rst-content .hint .wy-alert-title, .rst-content .important .wy-alert-title, .rst-content .tip .wy-alert-title, .rst-content .wy-alert-success.warning .wy-alert-title, .rst-content .wy-alert-success.seealso .wy-alert-title, .rst-content .wy-alert-success.admonition-todo .wy-alert-title, .rst-content .wy-alert-success.admonition .wy-alert-title, .wy-alert.wy-alert-success .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-success .admonition-title, .rst-content .wy-alert-success.note .admonition-title, .rst-content .wy-alert-success.attention .admonition-title, .rst-content .wy-alert-success.caution .admonition-title, .rst-content .wy-alert-success.danger .admonition-title, .rst-content .wy-alert-success.error .admonition-title, .rst-content .hint .admonition-title, .rst-content .important .admonition-title, .rst-content .tip .admonition-title, .rst-content .wy-alert-success.warning .admonition-title, .rst-content .wy-alert-success.seealso .admonition-title, .rst-content .wy-alert-success.admonition-todo .admonition-title, .rst-content .wy-alert-success.admonition .admonition-title {
+    background: #12826C; }
+/* seealso, note, etc */
+.wy-alert.wy-alert-info .wy-alert-title, .rst-content .note .wy-alert-title, .rst-content .wy-alert-info.attention .wy-alert-title, .rst-content .wy-alert-info.caution .wy-alert-title, .rst-content .wy-alert-info.danger .wy-alert-title, .rst-content .wy-alert-info.error .wy-alert-title, .rst-content .wy-alert-info.hint .wy-alert-title, .rst-content .wy-alert-info.important .wy-alert-title, .rst-content .wy-alert-info.tip .wy-alert-title, .rst-content .wy-alert-info.warning .wy-alert-title, .rst-content .seealso .wy-alert-title, .rst-content .wy-alert-info.admonition-todo .wy-alert-title, .rst-content .wy-alert-info.admonition .wy-alert-title, .wy-alert.wy-alert-info .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-info .admonition-title, .rst-content .note .admonition-title, .rst-content .wy-alert-info.attention .admonition-title, .rst-content .wy-alert-info.caution .admonition-title, .rst-content .wy-alert-info.danger .admonition-title, .rst-content .wy-alert-info.error .admonition-title, .rst-content .wy-alert-info.hint .admonition-title, .rst-content .wy-alert-info.important .admonition-title, .rst-content .wy-alert-info.tip .admonition-title, .rst-content .wy-alert-info.warning .admonition-title, .rst-content .seealso .admonition-title, .rst-content .wy-alert-info.admonition-todo .admonition-title, .rst-content .wy-alert-info.admonition .admonition-title {
+    background: #277CB4; }
+/* error, danger */
+.rst-content .danger .admonition-title, .rst-content .danger .wy-alert-title, .rst-content .error .admonition-title, .rst-content .error .wy-alert-title, .rst-content .wy-alert-danger.admonition-todo .admonition-title, .rst-content .wy-alert-danger.admonition-todo .wy-alert-title, .rst-content .wy-alert-danger.admonition .admonition-title, .rst-content .wy-alert-danger.admonition .wy-alert-title, .rst-content .wy-alert-danger.attention .admonition-title, .rst-content .wy-alert-danger.attention .wy-alert-title, .rst-content .wy-alert-danger.caution .admonition-title, .rst-content .wy-alert-danger.caution .wy-alert-title, .rst-content .wy-alert-danger.hint .admonition-title, .rst-content .wy-alert-danger.hint .wy-alert-title, .rst-content .wy-alert-danger.important .admonition-title, .rst-content .wy-alert-danger.important .wy-alert-title, .rst-content .wy-alert-danger.note .admonition-title, .rst-content .wy-alert-danger.note .wy-alert-title, .rst-content .wy-alert-danger.seealso .admonition-title, .rst-content .wy-alert-danger.seealso .wy-alert-title, .rst-content .wy-alert-danger.tip .admonition-title, .rst-content .wy-alert-danger.tip .wy-alert-title, .rst-content .wy-alert-danger.warning .admonition-title, .rst-content .wy-alert-danger.warning .wy-alert-title, .rst-content .wy-alert.wy-alert-danger .admonition-title, .wy-alert.wy-alert-danger .rst-content .admonition-title, .wy-alert.wy-alert-danger .wy-alert-title {
+    background: #e31704;
+}
+
+/* Generic admonition titles */
+.wy-alert-title, .rst-content .admonition-title {
+    background: #277CB4; }
diff --git a/_static/style.css b/_static/style.css
new file mode 100644
index 0000000..59e60ee
--- /dev/null
+++ b/_static/style.css
@@ -0,0 +1,6 @@
+.rst-content .objectives {
+    background: #fee0d2;
+}
+.rst-content .objectives > .admonition-title {
+    background: #fc9272;
+}
diff --git a/_static/tabs.css b/_static/tabs.css
new file mode 100644
index 0000000..957ba60
--- /dev/null
+++ b/_static/tabs.css
@@ -0,0 +1,89 @@
+.sphinx-tabs {
+  margin-bottom: 1rem;
+}
+
+[role="tablist"] {
+  border-bottom: 1px solid #a0b3bf;
+}
+
+.sphinx-tabs-tab {
+  position: relative;
+  font-family: Lato,'Helvetica Neue',Arial,Helvetica,sans-serif;
+  color: #1D5C87;
+  line-height: 24px;
+  margin: 0;
+  font-size: 16px;
+  font-weight: 400;
+  background-color: rgba(255, 255, 255, 0);
+  border-radius: 5px 5px 0 0;
+  border: 0;
+  padding: 1rem 1.5rem;
+  margin-bottom: 0;
+}
+
+.sphinx-tabs-tab[aria-selected="true"] {
+  font-weight: 700;
+  border: 1px solid #a0b3bf;
+  border-bottom: 1px solid white;
+  margin: -1px;
+  background-color: white;
+}
+
+.sphinx-tabs-tab:focus {
+  z-index: 1;
+  outline-offset: 1px;
+}
+
+.sphinx-tabs-panel {
+  position: relative;
+  padding: 1rem;
+  border: 1px solid #a0b3bf;
+  margin: 0px -1px -1px -1px;
+  border-radius: 0 0 5px 5px;
+  border-top: 0;
+  background: white;
+}
+
+.sphinx-tabs-panel.code-tab {
+  padding: 0.4rem;
+}
+
+.sphinx-tab img {
+	margin-bottom: 24 px;
+}
+
+/* Dark theme preference styling */
+
+@media (prefers-color-scheme: dark) {
+  body[data-theme="auto"] .sphinx-tabs-panel {
+    color: white;
+    background-color: rgb(50, 50, 50);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab {
+    color: white;
+    background-color: rgba(255, 255, 255, 0.05);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab[aria-selected="true"] {
+    border-bottom: 1px solid rgb(50, 50, 50);
+    background-color: rgb(50, 50, 50);
+  }
+}
+
+/* Explicit dark theme styling */
+
+body[data-theme="dark"] .sphinx-tabs-panel {
+  color: white;
+  background-color: rgb(50, 50, 50);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab {
+  color: white;
+  background-color: rgba(255, 255, 255, 0.05);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab[aria-selected="true"] {
+  border-bottom: 2px solid rgb(50, 50, 50);
+  background-color: rgb(50, 50, 50);
+}
diff --git a/_static/tabs.js b/_static/tabs.js
new file mode 100644
index 0000000..48dc303
--- /dev/null
+++ b/_static/tabs.js
@@ -0,0 +1,145 @@
+try {
+  var session = window.sessionStorage || {};
+} catch (e) {
+  var session = {};
+}
+
+window.addEventListener("DOMContentLoaded", () => {
+  const allTabs = document.querySelectorAll('.sphinx-tabs-tab');
+  const tabLists = document.querySelectorAll('[role="tablist"]');
+
+  allTabs.forEach(tab => {
+    tab.addEventListener("click", changeTabs);
+  });
+
+  tabLists.forEach(tabList => {
+    tabList.addEventListener("keydown", keyTabs);
+  });
+
+  // Restore group tab selection from session
+  const lastSelected = session.getItem('sphinx-tabs-last-selected');
+  if (lastSelected != null) selectNamedTabs(lastSelected);
+});
+
+/**
+ * Key focus left and right between sibling elements using arrows
+ * @param  {Node} e the element in focus when key was pressed
+ */
+function keyTabs(e) {
+    const tab = e.target;
+    let nextTab = null;
+    if (e.keyCode === 39 || e.keyCode === 37) {
+      tab.setAttribute("tabindex", -1);
+      // Move right
+      if (e.keyCode === 39) {
+        nextTab = tab.nextElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.firstElementChild;
+        }
+      // Move left
+      } else if (e.keyCode === 37) {
+        nextTab = tab.previousElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.lastElementChild;
+        }
+      }
+    }
+
+    if (nextTab !== null) {
+      nextTab.setAttribute("tabindex", 0);
+      nextTab.focus();
+    }
+}
+
+/**
+ * Select or deselect clicked tab. If a group tab
+ * is selected, also select tab in other tabLists.
+ * @param  {Node} e the element that was clicked
+ */
+function changeTabs(e) {
+  // Use this instead of the element that was clicked, in case it's a child
+  const notSelected = this.getAttribute("aria-selected") === "false";
+  const positionBefore = this.parentNode.getBoundingClientRect().top;
+  const notClosable = !this.parentNode.classList.contains("closeable");
+
+  deselectTabList(this);
+
+  if (notSelected || notClosable) {
+    selectTab(this);
+    const name = this.getAttribute("name");
+    selectNamedTabs(name, this.id);
+
+    if (this.classList.contains("group-tab")) {
+      // Persist during session
+      session.setItem('sphinx-tabs-last-selected', name);
+    }
+  }
+
+  const positionAfter = this.parentNode.getBoundingClientRect().top;
+  const positionDelta = positionAfter - positionBefore;
+  // Scroll to offset content resizing
+  window.scrollTo(0, window.scrollY + positionDelta);
+}
+
+/**
+ * Select tab and show associated panel.
+ * @param  {Node} tab tab to select
+ */
+function selectTab(tab) {
+  tab.setAttribute("aria-selected", true);
+
+  // Show the associated panel
+  document
+    .getElementById(tab.getAttribute("aria-controls"))
+    .removeAttribute("hidden");
+}
+
+/**
+ * Hide the panels associated with all tabs within the
+ * tablist containing this tab.
+ * @param  {Node} tab a tab within the tablist to deselect
+ */
+function deselectTabList(tab) {
+  const parent = tab.parentNode;
+  const grandparent = parent.parentNode;
+
+  Array.from(parent.children)
+  .forEach(t => t.setAttribute("aria-selected", false));
+
+  Array.from(grandparent.children)
+    .slice(1)  // Skip tablist
+    .forEach(panel => panel.setAttribute("hidden", true));
+}
+
+/**
+ * Select grouped tabs with the same name, but no the tab
+ * with the given id.
+ * @param  {Node} name name of grouped tab to be selected
+ * @param  {Node} clickedId id of clicked tab
+ */
+function selectNamedTabs(name, clickedId=null) {
+  const groupedTabs = document.querySelectorAll(`.sphinx-tabs-tab[name="${name}"]`);
+  const tabLists = Array.from(groupedTabs).map(tab => tab.parentNode);
+
+  tabLists
+    .forEach(tabList => {
+      // Don't want to change the tabList containing the clicked tab
+      const clickedTab = tabList.querySelector(`[id="${clickedId}"]`);
+      if (clickedTab === null ) {
+        // Select first tab with matching name
+        const tab = tabList.querySelector(`.sphinx-tabs-tab[name="${name}"]`);
+        deselectTabList(tab);
+        selectTab(tab);
+      }
+    })
+}
+
+if (typeof exports === 'undefined') {
+  exports = {};
+}
+
+exports.keyTabs = keyTabs;
+exports.changeTabs = changeTabs;
+exports.selectTab = selectTab;
+exports.deselectTabList = deselectTabList;
+exports.selectNamedTabs = selectNamedTabs;
diff --git a/_static/term_role_formatting.css b/_static/term_role_formatting.css
new file mode 100644
index 0000000..0b66095
--- /dev/null
+++ b/_static/term_role_formatting.css
@@ -0,0 +1,4 @@
+/* Make terms bold */
+a.reference span.std-term {
+   font-weight: bold;
+}
diff --git a/_static/togglebutton.css b/_static/togglebutton.css
new file mode 100644
index 0000000..54a6787
--- /dev/null
+++ b/_static/togglebutton.css
@@ -0,0 +1,160 @@
+/**
+ * Admonition-based toggles
+ */
+
+/* Visibility of the target */
+.admonition.toggle .admonition-title ~ * {
+    transition: opacity .3s, height .3s;
+}
+
+/* Toggle buttons inside admonitions so we see the title */
+.admonition.toggle {
+    position: relative;
+}
+
+/* Titles should cut off earlier to avoid overlapping w/ button */
+.admonition.toggle .admonition-title {
+    padding-right: 25%;
+    cursor: pointer;
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:hover {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 1%);
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:active {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 3%);
+}
+
+/* Remove extra whitespace below the admonition title when hidden */
+.admonition.toggle-hidden {
+    padding-bottom: 0;
+}
+
+.admonition.toggle-hidden .admonition-title {
+    margin-bottom: 0;
+}
+
+/* hides all the content of a page until de-toggled */
+.admonition.toggle-hidden .admonition-title ~ * {
+    height: 0;
+    margin: 0;
+    opacity: 0;
+    visibility: hidden;
+}
+
+/* General button style and position*/
+button.toggle-button {
+    /**
+     * Background and shape. By default there's no background
+     * but users can style as they wish
+     */  
+    background: none;
+    border: none;
+    outline: none;
+
+    /* Positioning just inside the admonition title */
+    position: absolute;
+    right: 0.5em;
+    padding: 0px;
+    border: none;
+    outline: none;
+}
+
+/* Display the toggle hint on wide screens */
+@media (min-width: 768px) {
+    button.toggle-button.toggle-button-hidden:before {
+        content: attr(data-toggle-hint);  /* This will be filled in by JS */
+        font-size: .8em;
+        align-self: center;
+    }
+}
+
+/* Icon behavior */
+.tb-icon {
+    transition: transform .2s ease-out;
+    height: 1.5em;
+    width: 1.5em;
+    stroke: currentColor;  /* So that we inherit the color of other text */
+}
+
+/* The icon should point right when closed, down when open. */
+/* Open */
+.admonition.toggle button .tb-icon {
+    transform: rotate(90deg);
+}
+
+/* Closed */
+.admonition.toggle button.toggle-button-hidden .tb-icon {
+    transform: rotate(0deg);
+}
+
+/* With details toggles, we don't rotate the icon so it points right */
+details.toggle-details .tb-icon {
+    height: 1.4em;
+    width: 1.4em;
+    margin-top: 0.1em;  /* To center the button vertically */
+}
+
+
+/**
+ * Details-based toggles.
+ * In this case, we wrap elements with `.toggle` in a details block.
+ */
+
+/* Details blocks */
+details.toggle-details {
+    margin: 1em 0;
+}
+
+
+details.toggle-details summary {
+    display: flex;
+    align-items: center;
+    cursor: pointer;
+    list-style: none;
+    border-radius: .2em;
+    border-left: 3px solid #1976d2;
+    background-color: rgb(204 204 204 / 10%);
+    padding: 0.2em 0.7em 0.3em 0.5em; /* Less padding on left because the SVG has left margin */
+    font-size: 0.9em;
+}
+
+details.toggle-details summary:hover {
+    background-color: rgb(204 204 204 / 20%);
+}
+
+details.toggle-details summary:active {
+    background: rgb(204 204 204 / 28%);
+}
+
+.toggle-details__summary-text {
+    margin-left: 0.2em;
+}
+
+details.toggle-details[open] summary {
+    margin-bottom: .5em;
+}
+
+details.toggle-details[open] summary .tb-icon {
+    transform: rotate(90deg);
+}
+
+details.toggle-details[open] summary ~ * {
+    animation: toggle-fade-in .3s ease-out;
+}
+
+@keyframes toggle-fade-in {
+  from {opacity: 0%;}
+  to {opacity: 100%;}
+}
+
+/* Print rules - we hide all toggle button elements at print */
+@media print {
+    /* Always hide the summary so the button doesn't show up */
+    details.toggle-details summary {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/_static/togglebutton.js b/_static/togglebutton.js
new file mode 100644
index 0000000..215a7ee
--- /dev/null
+++ b/_static/togglebutton.js
@@ -0,0 +1,187 @@
+/**
+ * Add Toggle Buttons to elements
+ */
+
+let toggleChevron = `
+<svg xmlns="http://www.w3.org/2000/svg" class="tb-icon toggle-chevron-right" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+<polyline points="9 6 15 12 9 18" />
+</svg>`;
+
+var initToggleItems = () => {
+  var itemsToToggle = document.querySelectorAll(togglebuttonSelector);
+  console.log(`[togglebutton]: Adding toggle buttons to ${itemsToToggle.length} items`)
+  // Add the button to each admonition and hook up a callback to toggle visibility
+  itemsToToggle.forEach((item, index) => {
+    if (item.classList.contains("admonition")) {
+      // If it's an admonition block, then we'll add a button inside
+      // Generate unique IDs for this item
+      var toggleID = `toggle-${index}`;
+      var buttonID = `button-${toggleID}`;
+
+      item.setAttribute('id', toggleID);
+      if (!item.classList.contains("toggle")){
+        item.classList.add("toggle");
+      }
+      // This is the button that will be added to each item to trigger the toggle
+      var collapseButton = `
+        <button type="button" id="${buttonID}" class="toggle-button" data-target="${toggleID}" data-button="${buttonID}" data-toggle-hint="${toggleHintShow}" aria-label="Toggle hidden content">
+            ${toggleChevron}
+        </button>`;
+
+      title = item.querySelector(".admonition-title")
+      title.insertAdjacentHTML("beforeend", collapseButton);
+      thisButton = document.getElementById(buttonID);
+
+      // Add click handlers for the button + admonition title (if admonition)
+      admonitionTitle = document.querySelector(`#${toggleID} > .admonition-title`)
+      if (admonitionTitle) {
+        // If an admonition, then make the whole title block clickable
+        admonitionTitle.addEventListener('click', toggleClickHandler);
+        admonitionTitle.dataset.target = toggleID
+        admonitionTitle.dataset.button = buttonID
+      } else {
+        // If not an admonition then we'll listen for the button click
+        thisButton.addEventListener('click', toggleClickHandler);
+      }
+
+      // Now hide the item for this toggle button unless explicitly noted to show
+      if (!item.classList.contains("toggle-shown")) {
+        toggleHidden(thisButton);
+      }
+    } else {
+      // If not an admonition, wrap the block in a <details> block
+      // Define the structure of the details block and insert it as a sibling
+      var detailsBlock = `
+        <details class="toggle-details">
+            <summary class="toggle-details__summary">
+              ${toggleChevron}
+              <span class="toggle-details__summary-text">${toggleHintShow}</span>
+            </summary>
+        </details>`;
+      item.insertAdjacentHTML("beforebegin", detailsBlock);
+
+      // Now move the toggle-able content inside of the details block
+      details = item.previousElementSibling
+      details.appendChild(item)
+      item.classList.add("toggle-details__container")
+
+      // Set up a click trigger to change the text as needed
+      details.addEventListener('click', (click) => {
+        let parent = click.target.parentElement;
+        if (parent.tagName.toLowerCase() == "details") {
+          summary = parent.querySelector("summary");
+          details = parent;
+        } else {
+          summary = parent;
+          details = parent.parentElement;
+        }
+        // Update the inner text for the proper hint
+        if (details.open) {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintShow;
+        } else {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintHide;
+        }
+        
+      });
+
+      // If we have a toggle-shown class, open details block should be open
+      if (item.classList.contains("toggle-shown")) {
+        details.click();
+      }
+    }
+  })
+};
+
+// This should simply add / remove the collapsed class and change the button text
+var toggleHidden = (button) => {
+  target = button.dataset['target']
+  var itemToToggle = document.getElementById(target);
+  if (itemToToggle.classList.contains("toggle-hidden")) {
+    itemToToggle.classList.remove("toggle-hidden");
+    button.classList.remove("toggle-button-hidden");
+  } else {
+    itemToToggle.classList.add("toggle-hidden");
+    button.classList.add("toggle-button-hidden");
+  }
+}
+
+var toggleClickHandler = (click) => {
+  // Be cause the admonition title is clickable and extends to the whole admonition
+  // We only look for a click event on this title to trigger the toggle.
+
+  if (click.target.classList.contains("admonition-title")) {
+    button = click.target.querySelector(".toggle-button");
+  } else if (click.target.classList.contains("tb-icon")) {
+    // We've clicked the icon and need to search up one parent for the button
+    button = click.target.parentElement;
+  } else if (click.target.tagName == "polyline") {
+    // We've clicked the SVG elements inside the button, need to up 2 layers
+    button = click.target.parentElement.parentElement;
+  } else if (click.target.classList.contains("toggle-button")) {
+    // We've clicked the button itself and so don't need to do anything
+    button = click.target;
+  } else {
+    console.log(`[togglebutton]: Couldn't find button for ${click.target}`)
+  }
+  target = document.getElementById(button.dataset['button']);
+  toggleHidden(target);
+}
+
+// If we want to blanket-add toggle classes to certain cells
+var addToggleToSelector = () => {
+  const selector = "";
+  if (selector.length > 0) {
+    document.querySelectorAll(selector).forEach((item) => {
+      item.classList.add("toggle");
+    })
+  }
+}
+
+// Helper function to run when the DOM is finished
+const sphinxToggleRunWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+sphinxToggleRunWhenDOMLoaded(addToggleToSelector)
+sphinxToggleRunWhenDOMLoaded(initToggleItems)
+
+/** Toggle details blocks to be open when printing */
+if (toggleOpenOnPrint == "true") {
+  window.addEventListener("beforeprint", () => {
+    // Open the details
+    document.querySelectorAll("details.toggle-details").forEach((el) => {
+      el.dataset["togglestatus"] = el.open;
+      el.open = true;
+    });
+  
+    // Open the admonitions
+    document.querySelectorAll(".admonition.toggle.toggle-hidden").forEach((el) => {
+      console.log(el);
+      el.querySelector("button.toggle-button").click();
+      el.dataset["toggle_after_print"] = "true";
+    });
+  });
+  window.addEventListener("afterprint", () => {
+    // Re-close the details that were closed
+    document.querySelectorAll("details.toggle-details").forEach((el) => {
+      el.open = el.dataset["togglestatus"] == "true";
+      delete el.dataset["togglestatus"];
+    });
+  
+    // Re-close the admonition toggle buttons
+    document.querySelectorAll(".admonition.toggle").forEach((el) => {
+      if (el.dataset["toggle_after_print"] == "true") {
+        el.querySelector("button.toggle-button").click();
+        delete el.dataset["toggle_after_print"];
+      }
+    });
+  });
+}
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+(collaboration)=
+
+# Collaborative version control and code review
+
+```{toctree}
+:maxdepth: 1
+
+collaboration/concepts.md
+collaboration/same-repository.md
+collaboration/code-review.md
+collaboration/forking-workflow.md
+collaboration/demo-discussion.md
+```
diff --git a/branch/main/_sources/collaboration/code-review.md.txt b/branch/main/_sources/collaboration/code-review.md.txt
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+(code-review)=
+
+# Practicing code review
+
+In this episode we will practice the code review process. We will learn how to
+ask for changes in a pull request, how to suggest a change in a pull request,
+and how to modify a pull request.
+
+This will enable research groups to work more collaboratively and to not only
+improve the code quality but also to learn from each other.
+
+
+## Exercise
+
+:::{prereq} Exercise preparation
+We can continue in the same exercise repository which we have used in the
+previous episode.
+:::
+
+:::{exercise} Exercise: Practicing code review (25 min)
+
+**Technical requirements**:
+- If you create the commits locally: [Being able to authenticate to GitHub](https://coderefinery.github.io/installation/ssh/)
+
+**What is familiar** from previous lessons:
+- Creating a branch.
+- Committing a change on the new branch.
+- Opening and merging pull requests.
+
+**What will be new** in this exercise:
+- As a reviewer, we will learn how to ask for changes in a pull request.
+- As a reviewer, we will learn how to suggest a change in a pull request.
+- As a submitter, we will learn how to modify a pull request without closing
+  the incomplete one and opening a new one.
+
+**Exercise tasks**:
+1. Create a new branch and one or few commits: in these improve something but also
+   deliberately introduce a typo and also a larger mistake which we will want to fix during the code review.
+1. Open a pull request towards the main branch.
+1. As a reviewer to somebody else's pull request, ask for an improvement and
+   also directly suggest a change for the small typo. (Hint:
+   suggestions are possible through the GitHub web interface, view of
+   a pull request, "Files changed" view, after selecting some lines.
+   Look for the "±" button.)
+1. As the submitter, learn how to accept the suggested change.  (Hint:
+   GitHub web interface, "Files Changed" view.)
+1. As the submitter, improve the pull request without having to close and open
+   a new one: by adding a new commit to the same branch. (Hint: push
+   to the branch again.)
+1. Once the changes are addressed, merge the pull request.
+:::
+
+
+## Help and discussion
+
+From here on out, we don't give detailed steps to the solution.  You
+need to combine what you know, and the extra info below, in order to
+solve the above.
+
+### How to ask for changes in a pull request
+
+Technically, there are at least two common ways to ask for changes in a pull
+request.
+
+Either in the comment field of the pull request:
+:::{figure} img/code-review/comment.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of a pull request comment field
+::::
+
+Or by using the "Review changes":
+:::{figure} img/code-review/files-changed.png
+:width: 100%
+:class: with-border
+:alt: Screenshot of a pull request navigating to the "Review changes" tab
+::::
+
+And always please be kind and constructive in your comments. Remember that the
+goal is not gate-keeping but **collaborative learning**.
+
+
+### How to suggest a change in a pull request as a reviewer
+
+If you see a very small problem that is easy to fix, you can suggest a change
+as a reviewer.
+
+Instead of asking the submitter to tiny problem, you can suggest a change by
+clicking on the plus sign next to the line number in the "Files changed" tab:
+:::{figure} img/code-review/leave-comment.png
+:width: 100%
+:class: with-border
+:alt: Screenshot of leaving a comment to a line in a pull request
+::::
+
+Here you can comment on specific lines or even line ranges.
+
+But now the interesting part is to click on the "Add a suggestion" symbol (the
+one that looks like plus and minus). Now you can fix the tiny problem (in this
+case a typo) and then click on the "Add single comment" button:
+:::{figure} img/code-review/add-suggestion.png
+:width: 60%
+:class: with-border
+:alt: Sequence of clicks to add a suggestion to a line in a pull request
+::::
+
+The result is this and the submitter can accept the change with a single click:
+:::{figure} img/code-review/commit-suggestion.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of a pull request with a suggested change
+::::
+
+After accepting with "Commit suggestion", the improvement gets added to the
+pull request.
+
+
+### How to modify a pull request to address the review comments
+
+If the reviewer asks for changes, it is not necessary to close the pull request
+and later open a new one. It can even be counter-productive to do so: This can
+fragment the discussion and the history of the pull request and can make it
+harder to understand the context of the changes.
+
+A much better mechanism to recognize that pull requests are not implemented
+from a specific commit to a specific branch, but **always from a branch to a
+branch**.
+
+This means that you can make amendments to the pull request by adding new
+commits to the same source branch. This way the pull request will be updated
+automatically and the reviewer can see the new changes and comment on them.
+
+The fact that pull requests are from branch to branch also strongly suggests
+that it is a good practice to create a new branch for each pull request.
+Otherwise you could accidentally modify an open pull request by adding new
+commits to the source branch.
+
+
+## Summary
+
+- Our process isn't just about code now.  It's about discussion and
+  working together to make the whole process better.
+- GitHub discussions and reviewing are quite powerful and can make
+  small changes easy.
diff --git a/branch/main/_sources/collaboration/concepts.md.txt b/branch/main/_sources/collaboration/concepts.md.txt
new file mode 100644
index 0000000..c0a7d27
--- /dev/null
+++ b/branch/main/_sources/collaboration/concepts.md.txt
@@ -0,0 +1,69 @@
+(concepts)=
+
+# Concepts around collaboration
+
+```{objectives}
+- Be able to decide whether to divide work at the branch level or at the repository level.
+```
+
+
+## Commits, branches, repositories, forks, clones
+
+- **repository**: The project, contains all data and history (commits, branches, tags).
+- **commit**: Snapshot of the project, gets a unique identifier (e.g. `c7f0e8bfc718be04525847fc7ac237f470add76e`).
+- **branch**: Independent development line. The main development line is often called `main`.
+- **tag**: A pointer to one commit, to be able to refer to it later. Like a [commemorative plaque](https://en.wikipedia.org/wiki/Commemorative_plaque)
+  that you attach to a particular commit (e.g. `phd-printed` or `paper-submitted`).
+- **cloning**: Copying the whole repository to your laptop - the first time. It is not necessary to download each file one by one.
+- **forking**: Taking a copy of a repository (which is typically not yours) - your
+  copy (fork) stays on GitHub/GitLab and you can make changes to your copy.
+
+
+## Cloning a repository
+
+In order to make a complete copy a whole repository, the `git clone` command
+can be used. When cloning, all the files, of all or selected branches, of a
+repository are copied in one operation. Cloning of a repository is of relevance
+in a few different situations:
+* Working on your own, cloning is the operation that you can use to create
+  multiple instances of a repository on, for instance, a personal computer, a
+  server, and a supercomputer.
+* The parent repository could be a repository that you or your colleague own. A
+  common use case for cloning is when working together within a smaller team
+  where everyone has read and write access to the same git repository.
+* Alternatively, cloning can be made from a public repository of a code that
+  you would like to use. Perhaps you have no intention to work on the code, but
+  would like to stay in tune with the latest developments, also in-between
+  releases of new versions of the code.
+
+
+```{figure} img/overview/forkandclone.png
+:alt: Forking and cloning
+:width: 100%
+:class: with-border
+
+Forking and cloning
+```
+
+
+## Forking a repository
+
+When a fork is made on GitHub/GitLab a complete copy, of all or selected
+branches, of the repository is made. The copy will reside under a different
+account on GitHub/GitLab. Forking of a repository is of high relevance when
+working with a git repository to which you do not have write access.
+* In the fork repository commits can be made to the base branch (`main` or
+  `master`), and to other branches.
+* The commits that are made within the branches of the fork repository can be
+  contributed back to the parent repository by means of pull or merge requests.
+
+
+## Synchronizing changes between repositories
+
+- We need a mechanism to communicate changes between the repositories.
+- We will **pull** or **fetch** updates **from** remote repositories (we will soon discuss the difference between pull and fetch).
+- We will **push** updates **to** remote repositories.
+- We will learn how to suggest changes within repositories on GitHub and across repositories (**pull request**).
+- Repositories that are forked or cloned do not automatically synchronize themselves:
+  We will learn how to update forks (by pulling from the "central" repository).
+- A main difference between cloning a repository and forking a repository is that the former is a general operation for generating copies of a repository to different computers, whereas forking is a particular operation implemented on GitHub/GitLab.
diff --git a/branch/main/_sources/collaboration/demo-discussion.md.txt b/branch/main/_sources/collaboration/demo-discussion.md.txt
new file mode 100644
index 0000000..d6b4f28
--- /dev/null
+++ b/branch/main/_sources/collaboration/demo-discussion.md.txt
@@ -0,0 +1,5 @@
+(collaboration-demo-discussion)=
+
+# Conclict resolution, rebasing, and organizational strategies
+
+(40 min demo and discussion)
diff --git a/branch/main/_sources/collaboration/forking-workflow.md.txt b/branch/main/_sources/collaboration/forking-workflow.md.txt
new file mode 100644
index 0000000..f8c254d
--- /dev/null
+++ b/branch/main/_sources/collaboration/forking-workflow.md.txt
@@ -0,0 +1,223 @@
+(forking-workflow)=
+
+# How to contribute changes to repositories that belong to others
+
+In this episode we prepare you to suggest and contribute changes to
+repositories that belong to others. These might be open source projects that
+you use in your work.
+
+We will see how Git and services like GitHub or GitLab can be used to suggest
+modification without having to ask for write access to the repository and
+accept modifications without having to grant write access to others.
+
+
+## Exercise
+
+:::{prereq} Exercise preparation
+- The exercise repository is now different:
+  <https://github.com/workshop-material/recipe-book-forking-exercise> (note the `-forking-exercise`).
+- First **fork** the exercise repository to your GitHub account.
+- Then **clone your fork** to your computer (if you wish to work locally).
+- Double-check that you have forked the correct repository.
+:::
+
+:::{exercise} Exercise: Collaborating within the same repository (25 min)
+
+**Technical requirements**:
+- If you create the commits locally: [Being able to authenticate to GitHub](https://coderefinery.github.io/installation/ssh/)
+
+**What is familiar** from previous lessons:
+- Forking a repository.
+- Creating a branch.
+- Committing a change on the new branch.
+- Opening and merging pull requests.
+
+**What will be new** in this exercise:
+- Opening a pull request towards the upstream repository.
+- Pull requests can be coupled with automated testing.
+- Learning that your fork can get out of date.
+- After the pull requests are merged, updating your fork with the changes.
+- Learn how to approach other people's repositories with ideas, changes, and requests.
+
+**Exercise tasks**:
+1. Open an issue in the upstream exercise repository where you describe the
+   change you want to make. Take note of the issue number.
+1. Create a new branch in your fork of the repository.
+1. Make a change to the recipe book on the new branch and in the commit cross-reference the issue you opened.
+   See the walk-through below for how to do this.
+1. Open a pull request towards the upstream repository.
+1. The instructor will review and merge the pull requests.
+   During the review, pay attention to the automated test step (here for
+   demonstration purposes, we test whether the recipe contains an ingredients
+   and an instructions sections).
+1. After few pull requests are merged, update your fork with the changes.
+1. Check that in your fork you can see changes from other people's pull requests.
+:::
+
+
+## Help and discussion
+
+
+### Help! I don't have permissions to push my local changes
+
+Maybe you see an error like this one:
+```text
+Please make sure you have the correct access rights
+and the repository exists.
+```
+
+Or like this one:
+```text
+failed to push some refs to workshop-material/recipe-book-forking-exercise.git
+```
+
+In this case you probably try to push the changes not to your fork but to the original repository
+and in this exercise you do not have write access to the original repository.
+
+The simpler solution is to clone again but this time your fork.
+
+:::{solution} Recovery
+
+But if you want to keep your local changes, you can change the remote URL to point to your fork.
+Check where your remote points to with `git remote --verbose`.
+
+It should look like this (replace `USER` with your GitHub username):
+```console
+$ git remote --verbose
+
+origin	git@github.com:USER/recipe-book-forking-exercise.git (fetch)
+origin	git@github.com:USER/recipe-book-forking-exercise.git (push)
+```
+
+It should **not** look like this:
+```console
+$ git remote --verbose
+
+origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (fetch)
+origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (push)
+```
+
+In this case you can adjust "origin" to point to your fork with:
+```console
+$ git remote set-url origin git@github.com:USER/recipe-book-forking-exercise.git
+```
+:::
+
+
+### Opening a pull request towards the upstream repository
+
+We have learned in the previous episode that pull requests are always from
+branch to branch. But the branch can be in a different repository.
+
+When you open a pull request in a fork, by default GitHub will suggest to
+direct it towards the default branch of the upstream repository.
+
+This can be changed and it should always be verified, but in this case this is
+exactly what we want to do, from fork towards upstream:
+:::{figure} img/forking-workflow/pull-request-form.png
+:width: 100%
+:class: with-border
+:alt: Screenshot of a pull request from fork towards upstream
+::::
+
+
+### Pull requests can be coupled with automated testing
+
+We added an automated test here just for fun and so that you see that this is
+possible to do.
+
+In this exercise, the test is silly. It will check whether the recipe contains
+both an ingredients and an instructions section.
+
+In this example the test failed:
+:::{figure} img/forking-workflow/all-checks-failed.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of a failed test in a pull request
+::::
+
+Click on the "Details" link to see the details of the failed test:
+:::{figure} img/forking-workflow/check-details.png
+:width: 60%
+:class: with-border
+:alt: Screenshot of details why the test failed
+::::
+
+**How can this be useful?**
+- The project can define what kind of tests are expected to pass before a pull
+  request can be merged.
+- The reviewer can see the results of the tests, without having to run them
+  locally.
+
+**How does it work?**
+- We added a GitHub Actions workflow
+  to automatically run on each push or pull request towards the `main` branch.
+
+What tests or steps can you image for your project to run automatically with
+each pull request?
+
+
+### How to update your fork with changes from upstream
+
+This used to be difficult but now it is two mouse clicks.
+
+Navigate to your fork and notice how GitHub tells you that your fork is behind.
+In my case, it is 9 commits behind upstream. To fix this, click on "Sync fork"
+and then "Update branch":
+:::{figure} img/forking-workflow/sync-fork.png
+:width: 80%
+:class: with-border
+:alt: Screenshot on GitHub fork page showing that the fork is behind
+::::
+
+After the update my "branch is up to date" with the upstream repository:
+:::{figure} img/forking-workflow/fork-after-update.png
+:width: 80%
+:class: with-border
+:alt: Screenshot on GitHub after fork has been updated
+::::
+
+
+### How to approach other people’s repositories with ideas, changes, and requests
+
+**Contributing very minor changes**
+- Clone or fork+clone repository
+- Create a branch
+- Commit and push change
+- Open a pull request or merge request
+
+**If you observe an issue and have an idea how to fix it**
+- Open an issue in the repository you wish to contribute to
+- Describe the problem
+- If you have a suggestion on how to fix it, describe your suggestion
+- Possibly **discuss and get feedback**
+- If you are working on the fix, indicate it in the issue so that others know that somebody is working on it and who is working on it
+- Submit your fix as pull request or merge request which references/closes the issue
+
+:::{admonition} Motivation
+- **Inform others about an observed problem**
+- Make it clear whether this issue is up for grabs or already being worked on
+:::
+
+**If you have an idea for a new feature**
+- Open an issue in the repository you wish to contribute to
+- In the issue, write a short proposal for your suggested change or new feature
+- Motivate why and how you wish to do this
+- Also indicate where you are unsure and where you would like feedback
+- **Discuss and get feedback before you code**
+- Once you start coding, indicate that you are working on it
+- Once you are done, submit your new feature as pull request or merge request which references/closes the issue/proposal
+
+:::{admonition} Motivation
+- **Get agreement and feedback before writing 5000 lines of code** which might be rejected
+- If we later wonder why something was done, we have the issue/proposal as
+  reference and can read up on the reasoning behind a code change
+:::
+
+
+## Summary
+
+- This forking workflow lets you propose changes to repositories for
+  which **you have no write access**.
+- This is the way that much modern open-source software works.
+- You can now contribute to any project you can view.
diff --git a/branch/main/_sources/collaboration/same-repository.md.txt b/branch/main/_sources/collaboration/same-repository.md.txt
new file mode 100644
index 0000000..1a69d1d
--- /dev/null
+++ b/branch/main/_sources/collaboration/same-repository.md.txt
@@ -0,0 +1,280 @@
+(same-repository)=
+
+# Collaborating within the same repository
+
+In this episode, we will learn how to collaborate within the same repository.
+We will learn how to cross-reference issues and pull requests, how to review
+pull requests, and how to use draft pull requests.
+
+This exercise will form a good basis for collaboration that is suitable for
+most research groups.
+
+:::{note}
+When you read or hear **pull request**, please think of a **change proposal**.
+:::
+
+
+## Exercise
+
+In this exercise, we will contribute to a repository via a **pull request**.
+This means that you propose some change, and then it is accepted (or not).
+
+::::::{prereq} Exercise preparation
+
+- **First we need to get access** to the [exercise repository](https://github.com/workshop-material/recipe-book) to which we will
+  contribute.
+  - Instructor collects GitHub usernames from learners and adds them as collaborators to the exercise repository
+    (Settings -> Collaborators and teams -> Manage access -> Add people).
+
+- **Don't forget to accept the invitation**
+  - Check <https://github.com/settings/organizations/>
+  - Alternatively check the inbox for the email account you registered with
+    GitHub. GitHub emails you an invitation link, but if you don't receive it
+    you can go to your GitHub notifications in the top right corner. The
+    maintainer can also "copy invite link" and share it within the group.
+
+- **Watching and unwatching repositories**
+  - Now that you are a collaborator, you get notified about new issues and pull
+    requests via email.
+  - If you do not wish this, you can "unwatch" a repository (top of
+    the project page).
+  - However, we recommend watching repositories you are interested
+    in. You can learn things from experts just by watching the
+    activity that come through a popular project.
+  :::{figure} img/unwatch.png
+  :alt: Unwatching a repository
+
+  Unwatch a repository by clicking "Unwatch" in the repository view,
+  then "Participating and @mentions" - this way, you will get
+  notifications about your own interactions.
+  :::
+::::::
+
+:::{exercise} Exercise: Collaborating within the same repository (25 min)
+
+**Technical requirements** (from installation instructions):
+- If you create the commits locally: [Being able to authenticate to GitHub](https://coderefinery.github.io/installation/ssh/)
+
+**What is familiar** from the previous workshop day (not repeated here):
+- Cloning a repository.
+- Creating a branch.
+- Committing a change on the new branch.
+- Submit a pull request towards the main branch.
+
+**What will be new** in this exercise:
+- If you create the changes locally, you will need to **push** them to the remote repository.
+- Learning what a protected branch is and how to modify a protected branch: using a pull request.
+- Cross-referencing issues and pull requests.
+- Practice to review a pull request.
+- Learn about the value of draft pull requests.
+
+**Exercise tasks**:
+1. Start in the [exercise
+   repository](https://github.com/workshop-material/recipe-book) and open an
+   issue where you describe the change you want to make. Note down the issue
+   number since you will need it later.
+1. Create a new branch.
+1. Make a change to the recipe book on the new branch and in the commit
+   cross-reference the issue you opened (see the walk-through below
+   for how to do that).
+1. Push your new branch (with the new commit) to the repository you
+   are working on.
+1. Open a pull request towards the main branch.
+1. Review somebody else's pull request and give constructive feedback. Merge their pull request.
+1. Try to create a new branch with some half-finished work and open a draft
+   pull request. Verify that the draft pull request cannot be merged since it
+   is not meant to be merged yet.
+:::
+
+
+## Solution and hints
+
+### (1) Opening an issue
+
+This is done through the GitHub web interface.  For example, you could
+give the name of the recipe you want to add (so that others don't add
+the same one).  It is the "Issues" tab.
+
+
+### (2) Create a new branch.
+
+If on GitHub, you can make the branch in the web interface.
+
+
+### (3) Make a change adding the recipe
+
+Add a new file with the recipe in it.  Commit the file. In the commit
+message, include the note about the issue number, saying that this
+will close that issue.
+
+
+#### Cross-referencing issues and pull requests
+
+Each issue and each pull request gets a number and you can cross-reference them.
+
+When you open an issue, note down the issue number (in this case it is `#2`):
+:::{figure} img/same-repository/issue-number.png
+:width: 60%
+:class: with-border
+:alt: Each issue gets a number
+:::
+
+You can reference this issue number in a commit message or in a pull request, like in this
+commit message:
+```text
+this is the new recipe; fixes #2
+```
+
+If you forget to do that in your commit message, you can also reference the issue
+in the pull request description. And instead of `fixes` you can also use `closes` or `resolves`
+or `fix` or `close` or `resolve` (case insensitive).
+
+Here are all the keywords that GitHub recognizes:
+<https://help.github.com/en/articles/closing-issues-using-keywords>
+
+Then observe what happens in the issue once your commit gets merged: it will
+automatically close the issue and create a link between the issue and the
+commit. This is very useful for tracking what changes were made in response to
+which issue and to know from when until when precisely the issue was open.
+
+
+### (4) Push to GitHub as a new branch
+
+Push the branch to the repository. You should end up with a branch
+visible in the GitHub web view.
+
+This is only necessary if you created the changes locally. If you created the
+changes directly on GitHub, you can skip this step.
+
+:::::{tabs}
+::::{group-tab} VS Code
+In VS Code, you can "publish the branch" to the remote repository by clicking
+the cloud icon in the bottom left corner of the window:
+:::{figure} img/same-repository/vscode-publish-branch.png
+:width: 60%
+:class: with-border
+:alt: Publishing a branch in VS Code
+:::
+::::
+
+::::{group-tab} Command line
+If you have a local branch `my-branch` and you want to push it to the remote
+and make it visible there, first verify what your remote is:
+```console
+$ git remote --verbose
+
+origin	git@github.com:USER/recipe-book.git (fetch)
+origin	git@github.com:USER/recipe-book.git (push)
+```
+
+In this case the remote is called `origin` and refers to the address
+git@github.com:USER/recipe-book.git.  Both can be used
+interchangeably. Make sure it points to the right repository, ideally a
+repository that you can write to.
+
+Now that you have a remote, you can push your branch to it:
+```console
+$ git push origin my-branch
+```
+This will create a new branch on the remote repository with the same name as
+your local branch.
+
+You can also do this:
+```console
+$ git push --set-upstream origin my-branch
+```
+This will connect the local branch and the remote branch so that in the future
+you can just type `git push` and `git pull` without specifying the branch name
+(but this depends on your Git configuration).
+
+
+**Troubleshooting**
+
+If you don't have a remote yet, you can add it with (adjust `ADDRESS` to your repository address):
+```console
+$ git remote add origin ADDRESS
+```
+
+ADDRESS is the part that you copy from here:
+:::{figure} img/same-repository/clone-address.png
+:width: 60%
+:class: with-border
+:alt: Copying the clone address from GitHub
+:::
+
+If the remote points to the wrong place, you can change it with:
+```console
+$ git remote set-url origin NEWADDRESS
+```
+::::
+:::::
+
+
+### (5) Open a pull request towards the main branch
+
+This is done through the GitHub web interface.
+
+
+### (6) Reviewing pull requests
+
+You review through the GitHub web interface.
+
+Checklist for reviewing a pull request:
+- Be kind, on the other side is a human who has put effort into this.
+- Be constructive: if you see a problem, suggest a solution.
+- Towards which branch is this directed?
+- Is the title descriptive?
+- Is the description informative?
+- Scroll down to see commits.
+- Scroll down to see the changes.
+- If you get incredibly many changes, also consider the license or copyright
+  and ask where all that code is coming from.
+- Again, be kind and constructive.
+- Later we will learn how to suggest changes directly in the pull request.
+
+If someone is new, it's often nice to say something encouraging in the
+comments before merging (even if it's just "thanks").  If all is good
+and there's not much else to say, you could merge directly.
+
+
+### (7) Draft pull requests
+
+Try to create a draft pull request:
+:::{figure} img/same-repository/draft-pr.png
+:width: 60%
+:class: with-border
+:alt: Creating a draft pull request
+::::
+
+Verify that the draft pull request cannot be merged until it is marked as ready
+for review:
+:::{figure} img/same-repository/draft-pr-wip.png
+:width: 60%
+:class: with-border
+:alt: Draft pull request cannot be merged
+::::
+
+Draft pull requests can be useful for:
+- **Feedback**: You can open a pull request early to get feedback on your work without
+  signaling that it is ready to merge.
+- **Information**: They can help communicating to others that a change is coming up and in
+  progress.
+
+
+### What is a protected branch? And how to modify it?
+
+A protected branch on GitHub or GitLab is a branch that cannot (accidentally)
+deleted or force-pushed to. It is also possible to require that a branch cannot
+be directly pushed to or modified, but that changes must be submitted via a
+pull request.
+
+To protect a branch in your own repository, go to "Settings" -> "Branches".
+
+
+
+### Summary
+
+- We used all the same pieces that we've learned previously.
+- But we successfully contributed to a collaborative project!
+- The pull request allowed us to contribute without changing directly:
+  this is very good when it's not mainly our project.
diff --git a/branch/main/_sources/credit.md.txt b/branch/main/_sources/credit.md.txt
new file mode 100644
index 0000000..818da97
--- /dev/null
+++ b/branch/main/_sources/credit.md.txt
@@ -0,0 +1,8 @@
+# Credit
+
+The following material (all CC-BY) was reused to create this workshop material:
+- <https://coderefinery.github.io/research-software-engineering/>
+- <https://coderefinery.github.io/mini-workshop/>
+- <https://coderefinery.github.io/git-collaborative/>
+
+(I will also summarize what changes have been made to the original material)
diff --git a/branch/main/_sources/documentation.md.txt b/branch/main/_sources/documentation.md.txt
new file mode 100644
index 0000000..2789a8d
--- /dev/null
+++ b/branch/main/_sources/documentation.md.txt
@@ -0,0 +1,29 @@
+(documentation)=
+
+# Code documentation
+
+- 15 min: What makes good documentation? Also https://diataxis.fr/
+- 15 min: Writing good README files
+- 30 min: Exercise: Set up a Sphinx documentation and add API documentation
+- 15 min: Building documentation with GitHub Actions
+
+
+requirements.txt:
+```
+sphinx
+sphinx_rtd_theme >= 2.0
+sphinx_autobuild
+sphinx_autoapi
+myst_parser
+```
+
+
+conf.py:
+```python
+extensions = [
+    "myst_parser",
+    "autoapi.extension",
+]
+
+autoapi_dirs = ['..']
+```
diff --git a/branch/main/_sources/example.md.txt b/branch/main/_sources/example.md.txt
new file mode 100644
index 0000000..9805632
--- /dev/null
+++ b/branch/main/_sources/example.md.txt
@@ -0,0 +1,95 @@
+(example-project)=
+
+# Example project: Simulating the motion of planets
+
+The [example code](https://github.com/workshop-material/planets) that we will study
+is a hopefully simple N-body simulation written in Python. It is not important
+or expected that we understand the code in any detail.
+
+:::{video} video/animation.mp4
+:width: 600
+:::
+
+The **big picture** is that the code simulates the motion of a number of
+planets:
+- We can choose the number of planets.
+- Each planet starts with a random position, velocity, and mass.
+- At each time step, the code calculates the gravitational force between each
+  pair of planets.
+- The forces accelerate each planet, the acceleration modifies the velocity,
+  the velocity modifies the position of each planet.
+- We can choose the number of time steps.
+- The units were chosen to make numbers easy to read.
+
+
+## Example run
+
+:::{instructor-note}
+The instructor demonstrates running the code on their computer.
+:::
+
+The code is written to accept **command-line arguments** to specify the number
+of planets and the number of time steps.
+
+We first generate starting data:
+```console
+$ python generate-data.py --num-planets 10 --output-file initial.csv
+```
+
+The generated file (initial.csv) could look like this:
+```
+px,py,pz,vx,vy,vz,mass
+-46.88,-42.51,88.33,-0.86,-0.18,0.55,6.70
+-5.29,17.09,-96.13,0.66,0.45,-0.17,3.51
+83.53,-92.83,-68.77,-0.26,-0.48,0.24,6.84
+-36.31,25.48,64.16,0.85,0.75,-0.56,1.53
+-68.38,-17.21,-97.07,0.60,0.26,0.69,6.63
+-48.37,-48.74,3.92,-0.92,-0.33,-0.93,8.60
+40.53,-75.50,44.18,-0.62,-0.31,-0.53,8.04
+-27.21,10.78,-78.82,-0.09,-0.55,-0.03,5.35
+88.42,-74.95,-45.85,0.81,0.68,0.56,5.36
+39.09,53.12,-59.54,-0.54,0.56,0.07,8.98
+```
+
+Then we can simulate their motion (in this case for 20 steps):
+```console
+$ python simulate.py --num-steps 20 \
+                     --input-file initial.csv \
+                     --output-file final.csv
+```
+
+The `--output-file` (final.csv) is again a CSV file (comma-separated values)
+and contains the final positions of all planets.
+
+It is possible to run on **multiple cores** and to **animate** the result.
+Here is an example with 100 planets:
+```{code-block} console
+---
+emphasize-lines: 7,11
+---
+$ python generate-data.py --num-planets 100 --output-file initial.csv
+
+$ python simulate.py --num-steps 50 \
+                     --input-file initial.csv \
+                     --output-file final.csv \
+                     --trajectories-file trajectories.npz \
+                     --num-cores 8
+
+$ python animate.py --initial-file initial.csv \
+                    --trajectories-file trajectories.npz \
+                    --output-file animation.mp4
+```
+
+:::{admonition} Learning goals
+- What are the most important steps to make this code **reusable by others**
+  and **our future selves**?
+- Be able to apply these techniques to your own code/script.
+:::
+
+:::{admonition} We will not focus on ...
+- ... how the code works internally in detail.
+- ... whether this is the most efficient algorithm.
+- ... whether the code is numerically stable.
+- ... how to code scales with the number of cores.
+- ... whether it is portable to other operating systems (we will discuss this later).
+:::
diff --git a/branch/main/_sources/index.md.txt b/branch/main/_sources/index.md.txt
new file mode 100644
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--- /dev/null
+++ b/branch/main/_sources/index.md.txt
@@ -0,0 +1,157 @@
+# Reproducible research software development using Python
+
+
+## Big-picture goal
+
+This is a **hands-on course on research software engineering**. In this
+workshop we assume that most workshop participants use Python in their work or
+a leading a group which uses Python.  Therefore, some of the examples will use
+Python as the example language.
+
+We will work with an example project and go through all the steps of a typical
+software project.  Once we have seen the building blocks, we will try to apply
+them to own projects. Workshop participants will receive and also learn to give
+constructive code feedback.
+
+
+## Prerequisites
+
+:::{prereq} Preparation
+1. Get a **GitHub account** following [these instructions](https://coderefinery.github.io/installation/github/).
+1. You will need a **text editor**. If you don't have a favorite one, we recommend
+   [VS Code](https://coderefinery.github.io/installation/vscode/).
+1. **If you prefer to work in the terminal** and not in VS Code, set up these two (skip this if you use VS Code):
+   - [Git in the terminal](https://coderefinery.github.io/installation/git-in-terminal/)
+   - [SSH or HTTPS connection to GitHub from terminal](https://coderefinery.github.io/installation/ssh/)
+1. **One of these two software environments** (if you are not sure which one to
+   choose or have no preference, choose Conda):
+   - {ref}`conda`
+   - {ref}`venv` (Snakemake is not available in this environment)
+1. **Optional** and only on Linux: [Apptainer](https://apptainer.org/) following
+   [these instructions](https://apptainer.org/docs/admin/1.3/installation.html#install-from-pre-built-packages).
+:::
+
+
+## Schedule
+
+:::{note}
+The schedule will very soon contain links to lesson material and exercises.
+:::
+
+
+### Day 1
+
+- 13:00-13:30 - **Welcome and introduction**
+  - Practical information (tools, communication, breaks, etc.)
+  - Motivation (reproducibility, robustness, distribution, improvement, trust, etc.)
+  - What will learn and achieve from this course?
+  - {ref}`example-project`
+
+- 13:30-14:45 (1.25h) - **Introduction to version control with Git and GitHub (1/2)**
+  - Creating a repository and porting your project to Git and GitHub
+  - Basic commands
+
+- 15:00-16:30 (1.5h) - **Introduction to version control with Git and GitHub (2/2)**
+  - Branching and merging
+  - Recovering from typical mistakes
+
+- 16:45-18:00 - {ref}`documentation`
+  - In-code documentation including docstrings
+  - Writing good README files
+  - Markdown
+  - Sphinx
+  - Building documentation with GitHub Actions
+  - Jupyter Notebooks
+
+
+### Day 2
+
+- 09:00-10:30 - {ref}`collaboration` (1/2)
+  - {ref}`concepts` (10 min)
+  - {ref}`same-repository` (40 min)
+  - {ref}`code-review` (40 min)
+
+- 10:45-12:15 - {ref}`collaboration` (2/2)
+  - {ref}`forking-workflow` (50 min)
+  - {ref}`collaboration-demo-discussion` (40 min)
+
+- 16:45-18:00 - **Debriefing and Q&A**
+  - Participants work on their projects
+  - Together we study actual codes that participants wrote or work on
+  - Constructively we discuss possible improvements
+  - Give individual feedback on code projects
+
+
+### Day 3
+
+- 09:00-10:30 - {ref}`testing`
+  - Unit tests
+  - End-to-end tests
+  - pytest
+  - GitHub Actions
+
+- 10:45-12:15 - {ref}`reusable`
+  - Tracking dependencies with requirements.txt and environment.yml
+  - Recording environments in containers
+
+- 13:00-14:45 - {ref}`refactoring`
+  - Naming (and other) conventions, project organization, modularity
+  - Refactoring (explained through examples)
+  - Design patterns: functional design vs. object-oriented design
+  - How to design your code before writing it
+  - Structuring larger software projects in a modular way
+  - Command-line interfaces
+  - Workflows with Snakemake
+
+- 15:00-16:30 - {ref}`publishing`
+  - Licenses
+  - Publishing the code via Zenodo
+  - Packaging the code
+  - Sharing the code via PyPI
+
+- 16:45-18:00 - **Debriefing and Q&A**
+  - Participants work on their projects
+  - Together we study actual codes that participants wrote or work on
+  - Constructively we discuss possible improvements
+  - Give individual feedback on code projects
+
+
+### If we have time left
+
+- {ref}`profiling`
+
+
+```{toctree}
+:maxdepth: 1
+:caption: Software environment
+:hidden:
+
+installation/conda
+installation/virtual-environment
+```
+
+```{toctree}
+:maxdepth: 1
+:caption: Episodes
+:hidden:
+
+example
+documentation
+collaboration
+testing
+reusable
+refactoring
+publishing
+profiling
+```
+
+```{toctree}
+:maxdepth: 1
+:caption: Reference
+:hidden:
+
+credit
+All lessons <https://coderefinery.org/lessons/>
+CodeRefinery <https://coderefinery.org/>
+Reusing <https://coderefinery.org/lessons/reusing/>
+```
diff --git a/branch/main/_sources/installation/conda.md.txt b/branch/main/_sources/installation/conda.md.txt
new file mode 100644
index 0000000..8c55ba4
--- /dev/null
+++ b/branch/main/_sources/installation/conda.md.txt
@@ -0,0 +1,87 @@
+(conda)=
+
+# Conda environment
+
+A Conda environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.
+
+You will need a `environment.yml` file that documents the dependencies:
+```yaml
+name: coderefinery
+channels:
+  - conda-forge
+  - bioconda
+dependencies:
+  - python >= 3.10
+  - black
+  - click
+  - flit
+  - ipywidgets
+  - isort
+  - jupyterlab
+  - jupyterlab_code_formatter
+  - jupyterlab-git
+  - matplotlib
+  - myst-parser
+  - nbdime
+  - numpy
+  - pandas
+  - pytest
+  - pytest-cov
+  - scalene
+  - seaborn
+  - snakemake-minimal
+  - sphinx
+  - sphinx-autoapi
+  - sphinx-autobuild
+  - sphinx_rtd_theme >= 2.0
+  - vulture
+  - scikit-image
+```
+
+
+## Before you create a virtual environment
+
+1. Create a new directory for this course.
+1. In this directory, create an `environment.yml` file and copy-paste the dependencies above into it.
+
+
+## Choose the tool to manage the environment
+
+If you are already using one of these tools, please continue using the tool that you like and know.
+If you are new to this, **we recommend using Miniconda or Miniforge**.
+
+- [Anaconda](https://docs.anaconda.com/anaconda/install/)
+  - Advantages: easy to install, easy to use, good for beginners
+  - Disadvantages: large download, installs more than we will need, license restrictions
+- [Miniconda](https://docs.anaconda.com/miniconda/)
+  - Advantages: small size, installs only what you need
+  - Disadvantages: no graphical interface, license restrictions
+- [Miniforge](https://github.com/conda-forge/miniforge)
+  - Advantages: small size, no license restrictions
+  - Disadvantages: no graphical interface
+- [Micromamba](https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html)
+  - Advantages: fast, small size
+  - Disadvantages: no graphical interface
+- [Pixi](https://pixi.sh/latest/)
+  - Advantages: fast and new
+  - Disadvantages: new and less tested and not documented here
+
+
+## Creating the virtual environment
+
+1. Open your terminal shell (e.g. Bash or Zsh).
+2. Activate `conda` using `conda activate` or `source ~/miniconda3/bin/activate`.
+3. Run the following command:
+   ```console
+   $ conda env create --file environment.yml
+   ```
+4. Make sure that you see "coderefinery" in the output when you ask for a list of all available environments:
+   ```console
+   $ conda env list
+   ```
+
+
+## How to verify that this worked
+
+(this will be added)
diff --git a/branch/main/_sources/installation/virtual-environment.md.txt b/branch/main/_sources/installation/virtual-environment.md.txt
new file mode 100644
index 0000000..67e4961
--- /dev/null
+++ b/branch/main/_sources/installation/virtual-environment.md.txt
@@ -0,0 +1,82 @@
+(venv)=
+
+# Virtual environment
+
+A virtual environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.
+
+You will need a `requirements.txt` file that documents the dependencies:
+```
+black
+click
+flit
+ipywidgets
+isort
+jupyterlab
+jupyterlab-code-formatter
+jupyterlab-git
+matplotlib
+myst-parser
+nbdime
+numpy
+pandas
+pytest
+pytest-cov
+scalene
+seaborn
+sphinx
+sphinx-autoapi
+sphinx-autobuild
+sphinx_rtd_theme >= 2.0
+vulture
+scikit-image
+```
+
+
+## Before you create a virtual environment
+
+1. Create a new directory for this course.
+1. In this directory, create a `requirements.txt` file and copy-paste the dependencies above into it.
+
+
+## Creating the virtual environment
+
+Now create a virtual environment in this directory either using [pip and
+venv](https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/)
+(more traditional and safer) or using [uv](https://docs.astral.sh/uv/) (more modern but also less tested):
+
+:::::{tabs}
+
+::::{group-tab} pip and venv
+Create a new virtual environment and activate it:
+```console
+$ python3 -m venv coderefinery-environment
+$ source coderefinery-environment/bin/activate
+```
+
+Install the dependencies into the environment:
+```console
+$ python3 -m pip install -r requirements.txt
+```
+::::
+
+
+::::{group-tab} uv
+Create a new virtual environment and activate it:
+```console
+$ uv venv coderefinery-environment
+$ source coderefinery-environment/bin/activate
+```
+
+Install the dependencies into the environment:
+```console
+$ uv pip install -r requirements.txt
+```
+::::
+
+:::::
+
+
+## How to verify that this worked
+
+(this will be added)
diff --git a/branch/main/_sources/profiling.md.txt b/branch/main/_sources/profiling.md.txt
new file mode 100644
index 0000000..dbcaa1b
--- /dev/null
+++ b/branch/main/_sources/profiling.md.txt
@@ -0,0 +1,14 @@
+(profiling)=
+
+# Profiling memory and CPU usage
+
+Profilers:
+- cProfile or profile
+- line_profiler
+- viztracer
+- scalene
+- Intel VTune
+- PyInstrument
+- py-spy
+- Pyflame
+- timeit
diff --git a/branch/main/_sources/publishing.md.txt b/branch/main/_sources/publishing.md.txt
new file mode 100644
index 0000000..bc3a12e
--- /dev/null
+++ b/branch/main/_sources/publishing.md.txt
@@ -0,0 +1,11 @@
+(publishing)=
+
+# How to release and publish your code
+
+Part 1:
+- 30 min: Overview over software licenses and code publishing
+- 15 min: We add a license, CFF file, and publish to Zenodo (sandbox)
+
+Part 2:
+- 30 min: Creating a Python package with the help of flit
+- 15 min: Deploy the package to test-PyPI using GitHub Actions
diff --git a/branch/main/_sources/refactoring.md.txt b/branch/main/_sources/refactoring.md.txt
new file mode 100644
index 0000000..0cf390d
--- /dev/null
+++ b/branch/main/_sources/refactoring.md.txt
@@ -0,0 +1,87 @@
+(refactoring)=
+
+# Code quality and good practices
+
+In this episode we will explore code quality and good practices in Python using
+a hands-on approach. We will together build up a small project and improve it
+step by step.
+
+We will start from a relatively simple image processing script which can read a
+telescope image of stars and our goal is to **count the number of stars** in
+the image. Later we will want to be able to process many such images.
+
+The (fictional) telescope images look like the one below here ([in this
+repository](https://github.com/workshop-material/random-star-images) we can find more):
+:::{figure} refactoring/stars.png
+:alt: Generated image representing a telescope image of stars
+:width: 60%
+
+Generated image representing a telescope image of stars.
+:::
+
+:::{solution} Starting point (spoiler alert)
+
+We can imagine that we pieced together the following code
+based on some examples we found online:
+```python
+import matplotlib.pyplot as plt
+from skimage import io, filters, color
+from skimage.measure import label, regionprops
+
+
+image = io.imread("stars.png")
+sigma = 0.5
+
+# if there is a fourth channel (alpha channel), ignore it
+rgb_image = image[:, :, :3]
+gray_image = color.rgb2gray(rgb_image)
+
+# apply a gaussian filter to reduce noise
+image_smooth = filters.gaussian(gray_image, sigma)
+
+# threshold the image to create a binary image (bright stars will be white, background black)
+thresh = filters.threshold_otsu(image_smooth)
+binary_image = image_smooth > thresh
+
+# label connected regions (stars) in the binary image
+labeled_image = label(binary_image)
+
+# get properties of labeled regions
+regions = regionprops(labeled_image)
+
+# extract star positions (centroids)
+star_positions = [region.centroid for region in regions]
+
+# plot the original image
+plt.figure(figsize=(8, 8))
+plt.imshow(image, cmap="gray")
+
+# overlay star positions with crosses
+for star in star_positions:
+    plt.plot(star[1], star[0], "rx", markersize=5, markeredgewidth=0.1)
+
+plt.savefig("detected-stars.png", dpi=300)
+
+print(f"number of stars detected: {len(star_positions)}")
+```
+:::
+
+
+Part 1:
+- 15 min: Discuss how we would solve the problem, run example code, and make it work
+  as part of a Jupyter notebook.
+- 15 min: Refactor the positioning code into a function and a module
+- 15 min: Now we wish to process many images - discuss how we would approach this
+- 15 min: Introduce CLI and discuss the benefits
+
+Part 2:
+- 30 min: From a script to a workflow (using Snakemake)
+- 15 min: Discuss concepts
+  - Pure functions
+  - Design patterns: functional design vs. object-oriented design
+  - How to design your code before writing it: document-driven development
+
+Bonus:
+- Move it under Git
+- Document dependencies
+- Show nbdime, black, vulture, ruff
diff --git a/branch/main/_sources/reusable.md.txt b/branch/main/_sources/reusable.md.txt
new file mode 100644
index 0000000..c86455a
--- /dev/null
+++ b/branch/main/_sources/reusable.md.txt
@@ -0,0 +1,13 @@
+(reusable)=
+
+# How to make the project more reusable
+
+Part 1:
+- 15 min: Motivation
+- 15 min: Best practices for managing dependencies in Python
+- 20 min: Exercise
+
+Part 2:
+- 10 min: Introduction to containers
+- 20 min: Demonstration
+- 10 min: Discussion
diff --git a/branch/main/_sources/testing.md.txt b/branch/main/_sources/testing.md.txt
new file mode 100644
index 0000000..7a63bd9
--- /dev/null
+++ b/branch/main/_sources/testing.md.txt
@@ -0,0 +1,10 @@
+(testing)=
+
+# Automated testing
+
+- 15 min: Motivation
+- 15 min: End-to-end tests
+- 15 min: Pytest
+- 15 min: Moving to GitHub Actions
+- 20 min: Exercise
+- 10 min: Where to go from here
diff --git a/branch/main/_static/_sphinx_javascript_frameworks_compat.js b/branch/main/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 0000000..8141580
--- /dev/null
+++ b/branch/main/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,123 @@
+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/branch/main/_static/basic.css b/branch/main/_static/basic.css
new file mode 100644
index 0000000..f316efc
--- /dev/null
+++ b/branch/main/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+div.section::after {
+    display: block;
+    content: '';
+    clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+    overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    float: left;
+    width: 80%;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    float: left;
+    width: 20%;
+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li p.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 360px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a:visited {
+    color: #551A8B;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+nav.contents,
+aside.topic,
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+nav.contents,
+aside.topic,
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
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+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+	font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+.sig-name {
+	font-size: 1.1em;
+}
+
+code.descname {
+    font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+    background-color: transparent;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.sig-param.n {
+	font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+	font-family: unset;
+}
+
+.sig.c   .k, .sig.c   .kt,
+.sig.cpp .k, .sig.cpp .kt {
+	color: #0033B3;
+}
+
+.sig.c   .m,
+.sig.cpp .m {
+	color: #1750EB;
+}
+
+.sig.c   .s, .sig.c   .sc,
+.sig.cpp .s, .sig.cpp .sc {
+	color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+aside.footnote > span,
+div.citation > span {
+    float: left;
+}
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+.sig dl {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/branch/main/_static/check-solid.svg b/branch/main/_static/check-solid.svg
new file mode 100644
index 0000000..92fad4b
--- /dev/null
+++ b/branch/main/_static/check-solid.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>
diff --git a/branch/main/_static/clipboard.min.js b/branch/main/_static/clipboard.min.js
new file mode 100644
index 0000000..54b3c46
--- /dev/null
+++ b/branch/main/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.8
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body},i="";return"string"==typeof t?(e=t,n="rtl"===document.documentElement.getAttribute("dir"),(o=document.createElement("textarea")).style.fontSize="12pt",o.style.border="0",o.style.padding="0",o.style.margin="0",o.style.position="absolute",o.style[n?"right":"left"]="-9999px",n=window.pageYOffset||document.documentElement.scrollTop,o.style.top="".concat(n,"px"),o.setAttribute("readonly",""),o.value=e,o=o,r.container.appendChild(o),i=c()(o),a("copy"),o.remove()):(i=c()(t),a("copy")),i};function r(t){return(r="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}var s=function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{},e=t.action,n=void 0===e?"copy":e,o=t.container,e=t.target,t=t.text;if("copy"!==n&&"cut"!==n)throw new Error('Invalid "action" value, use either "copy" or "cut"');if(void 0!==e){if(!e||"object"!==r(e)||1!==e.nodeType)throw new Error('Invalid "target" value, use a valid Element');if("copy"===n&&e.hasAttribute("disabled"))throw new Error('Invalid "target" attribute. 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You can\'t cut text from elements with "readonly" or "disabled" attributes')}return t?l(t,{container:o}):e?"cut"===n?f(e):l(e,{container:o}):void 0};function d(t){return(d="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}function p(t,e){for(var n=0;n<e.length;n++){var o=e[n];o.enumerable=o.enumerable||!1,o.configurable=!0,"value"in o&&(o.writable=!0),Object.defineProperty(t,o.key,o)}}function y(t,e){return(y=Object.setPrototypeOf||function(t,e){return t.__proto__=e,t})(t,e)}function h(n){var o=function(){if("undefined"==typeof Reflect||!Reflect.construct)return!1;if(Reflect.construct.sham)return!1;if("function"==typeof Proxy)return!0;try{return Date.prototype.toString.call(Reflect.construct(Date,[],function(){})),!0}catch(t){return!1}}();return function(){var t,e=m(n);return t=o?(t=m(this).constructor,Reflect.construct(e,arguments,t)):e.apply(this,arguments),e=this,!(t=t)||"object"!==d(t)&&"function"!=typeof t?function(t){if(void 0!==t)return t;throw new ReferenceError("this hasn't been initialised - super() hasn't been called")}(e):t}}function m(t){return(m=Object.setPrototypeOf?Object.getPrototypeOf:function(t){return t.__proto__||Object.getPrototypeOf(t)})(t)}function v(t,e){t="data-clipboard-".concat(t);if(e.hasAttribute(t))return e.getAttribute(t)}var o=function(){!function(t,e){if("function"!=typeof e&&null!==e)throw new TypeError("Super expression must either be null or a function");t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,writable:!0,configurable:!0}}),e&&y(t,e)}(r,i());var t,e,n,o=h(r);function r(t,e){var n;return function(t){if(!(t instanceof r))throw new TypeError("Cannot call a class as a function")}(this),(n=o.call(this)).resolveOptions(e),n.listenClick(t),n}return t=r,n=[{key:"copy",value:function(t){var e=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body};return l(t,e)}},{key:"cut",value:function(t){return f(t)}},{key:"isSupported",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:["copy","cut"],t="string"==typeof t?[t]:t,e=!!document.queryCommandSupported;return t.forEach(function(t){e=e&&!!document.queryCommandSupported(t)}),e}}],(e=[{key:"resolveOptions",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{};this.action="function"==typeof t.action?t.action:this.defaultAction,this.target="function"==typeof t.target?t.target:this.defaultTarget,this.text="function"==typeof t.text?t.text:this.defaultText,this.container="object"===d(t.container)?t.container:document.body}},{key:"listenClick",value:function(t){var e=this;this.listener=u()(t,"click",function(t){return e.onClick(t)})}},{key:"onClick",value:function(t){var e=t.delegateTarget||t.currentTarget,t=s({action:this.action(e),container:this.container,target:this.target(e),text:this.text(e)});this.emit(t?"success":"error",{action:this.action,text:t,trigger:e,clearSelection:function(){e&&e.focus(),document.activeElement.blur(),window.getSelection().removeAllRanges()}})}},{key:"defaultAction",value:function(t){return v("action",t)}},{key:"defaultTarget",value:function(t){t=v("target",t);if(t)return document.querySelector(t)}},{key:"defaultText",value:function(t){return v("text",t)}},{key:"destroy",value:function(){this.listener.destroy()}}])&&p(t.prototype,e),n&&p(t,n),r}()},828:function(t){var e;"undefined"==typeof Element||Element.prototype.matches||((e=Element.prototype).matches=e.matchesSelector||e.mozMatchesSelector||e.msMatchesSelector||e.oMatchesSelector||e.webkitMatchesSelector),t.exports=function(t,e){for(;t&&9!==t.nodeType;){if("function"==typeof t.matches&&t.matches(e))return t;t=t.parentNode}}},438:function(t,e,n){var u=n(828);function i(t,e,n,o,r){var i=function(e,n,t,o){return function(t){t.delegateTarget=u(t.target,n),t.delegateTarget&&o.call(e,t)}}.apply(this,arguments);return t.addEventListener(n,i,r),{destroy:function(){t.removeEventListener(n,i,r)}}}t.exports=function(t,e,n,o,r){return"function"==typeof t.addEventListener?i.apply(null,arguments):"function"==typeof n?i.bind(null,document).apply(null,arguments):("string"==typeof t&&(t=document.querySelectorAll(t)),Array.prototype.map.call(t,function(t){return i(t,e,n,o,r)}))}},879:function(t,n){n.node=function(t){return void 0!==t&&t instanceof HTMLElement&&1===t.nodeType},n.nodeList=function(t){var e=Object.prototype.toString.call(t);return void 0!==t&&("[object NodeList]"===e||"[object HTMLCollection]"===e)&&"length"in t&&(0===t.length||n.node(t[0]))},n.string=function(t){return"string"==typeof t||t instanceof String},n.fn=function(t){return"[object Function]"===Object.prototype.toString.call(t)}},370:function(t,e,n){var f=n(879),l=n(438);t.exports=function(t,e,n){if(!t&&!e&&!n)throw new Error("Missing required arguments");if(!f.string(e))throw new TypeError("Second argument must be a String");if(!f.fn(n))throw new TypeError("Third argument must be a Function");if(f.node(t))return c=e,a=n,(u=t).addEventListener(c,a),{destroy:function(){u.removeEventListener(c,a)}};if(f.nodeList(t))return o=t,r=e,i=n,Array.prototype.forEach.call(o,function(t){t.addEventListener(r,i)}),{destroy:function(){Array.prototype.forEach.call(o,function(t){t.removeEventListener(r,i)})}};if(f.string(t))return t=t,e=e,n=n,l(document.body,t,e,n);throw new TypeError("First argument must be a String, HTMLElement, HTMLCollection, or NodeList");var o,r,i,u,c,a}},817:function(t){t.exports=function(t){var e,n="SELECT"===t.nodeName?(t.focus(),t.value):"INPUT"===t.nodeName||"TEXTAREA"===t.nodeName?((e=t.hasAttribute("readonly"))||t.setAttribute("readonly",""),t.select(),t.setSelectionRange(0,t.value.length),e||t.removeAttribute("readonly"),t.value):(t.hasAttribute("contenteditable")&&t.focus(),n=window.getSelection(),(e=document.createRange()).selectNodeContents(t),n.removeAllRanges(),n.addRange(e),n.toString());return n}},279:function(t){function e(){}e.prototype={on:function(t,e,n){var o=this.e||(this.e={});return(o[t]||(o[t]=[])).push({fn:e,ctx:n}),this},once:function(t,e,n){var o=this;function r(){o.off(t,r),e.apply(n,arguments)}return r._=e,this.on(t,r,n)},emit:function(t){for(var e=[].slice.call(arguments,1),n=((this.e||(this.e={}))[t]||[]).slice(),o=0,r=n.length;o<r;o++)n[o].fn.apply(n[o].ctx,e);return this},off:function(t,e){var n=this.e||(this.e={}),o=n[t],r=[];if(o&&e)for(var i=0,u=o.length;i<u;i++)o[i].fn!==e&&o[i].fn._!==e&&r.push(o[i]);return r.length?n[t]=r:delete n[t],this}},t.exports=e,t.exports.TinyEmitter=e}},r={},o.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return o.d(e,{a:e}),e},o.d=function(t,e){for(var n in e)o.o(e,n)&&!o.o(t,n)&&Object.defineProperty(t,n,{enumerable:!0,get:e[n]})},o.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},o(686).default;function o(t){if(r[t])return r[t].exports;var e=r[t]={exports:{}};return n[t](e,e.exports,o),e.exports}var n,r});
\ No newline at end of file
diff --git a/branch/main/_static/coderefinery.ico b/branch/main/_static/coderefinery.ico
new file mode 100644
index 0000000..a2df0fb
Binary files /dev/null and b/branch/main/_static/coderefinery.ico differ
diff --git a/branch/main/_static/copy-button.svg b/branch/main/_static/copy-button.svg
new file mode 100644
index 0000000..9c074da
--- /dev/null
+++ b/branch/main/_static/copy-button.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>
diff --git a/branch/main/_static/copybutton.css b/branch/main/_static/copybutton.css
new file mode 100644
index 0000000..40eafe5
--- /dev/null
+++ b/branch/main/_static/copybutton.css
@@ -0,0 +1,93 @@
+/* Copy buttons */
+button.copybtn {
+    position: absolute;
+    display: flex;
+    top: .3em;
+    right: .3em;
+    width: 1.7em;
+    height: 1.7em;
+	opacity: 0;
+    transition: opacity 0.3s, border .3s, background-color .3s;
+    user-select: none;
+    padding: 0;
+    border: none;
+    outline: none;
+    border-radius: 0.4em;
+    /* The colors that GitHub uses */
+    border: #1b1f2426 1px solid;
+    background-color: #f6f8fa;
+    color: #57606a;
+}
+
+button.copybtn.success {
+    border-color: #22863a;
+    color: #22863a;
+}
+
+button.copybtn svg {
+    stroke: currentColor;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0.1em;
+}
+
+div.highlight  {
+    position: relative;
+}
+
+.highlight:hover button.copybtn {
+	opacity: 1;
+}
+
+.highlight button.copybtn:hover {
+    background-color: rgb(235, 235, 235);
+}
+
+.highlight button.copybtn:active {
+    background-color: rgb(187, 187, 187);
+}
+
+/**
+ * A minimal CSS-only tooltip copied from:
+ *   https://codepen.io/mildrenben/pen/rVBrpK
+ *
+ * To use, write HTML like the following:
+ *
+ * <p class="o-tooltip--left" data-tooltip="Hey">Short</p>
+ */
+ .o-tooltip--left {
+  position: relative;
+ }
+
+ .o-tooltip--left:after {
+    opacity: 0;
+    visibility: hidden;
+    position: absolute;
+    content: attr(data-tooltip);
+    padding: .2em;
+    font-size: .8em;
+    left: -.2em;
+    background: grey;
+    color: white;
+    white-space: nowrap;
+    z-index: 2;
+    border-radius: 2px;
+    transform: translateX(-102%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+}
+
+.o-tooltip--left:hover:after {
+    display: block;
+    opacity: 1;
+    visibility: visible;
+    transform: translateX(-100%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+    transition-delay: .5s;
+}
+
+/* By default the copy button shouldn't show up when printing a page */
+@media print {
+    button.copybtn {
+        display: none;
+    }
+}
diff --git a/branch/main/_static/copybutton.js b/branch/main/_static/copybutton.js
new file mode 100644
index 0000000..f3ecd03
--- /dev/null
+++ b/branch/main/_static/copybutton.js
@@ -0,0 +1,241 @@
+// Localization support
+const messages = {
+  'en': {
+    'copy': 'Copy',
+    'copy_to_clipboard': 'Copy to clipboard',
+    'copy_success': 'Copied!',
+    'copy_failure': 'Failed to copy',
+  },
+  'es' : {
+    'copy': 'Copiar',
+    'copy_to_clipboard': 'Copiar al portapapeles',
+    'copy_success': '¡Copiado!',
+    'copy_failure': 'Error al copiar',
+  },
+  'de' : {
+    'copy': 'Kopieren',
+    'copy_to_clipboard': 'In die Zwischenablage kopieren',
+    'copy_success': 'Kopiert!',
+    'copy_failure': 'Fehler beim Kopieren',
+  },
+  'fr' : {
+    'copy': 'Copier',
+    'copy_to_clipboard': 'Copié dans le presse-papier',
+    'copy_success': 'Copié !',
+    'copy_failure': 'Échec de la copie',
+  },
+  'ru': {
+    'copy': 'Скопировать',
+    'copy_to_clipboard': 'Скопировать в буфер',
+    'copy_success': 'Скопировано!',
+    'copy_failure': 'Не удалось скопировать',
+  },
+  'zh-CN': {
+    'copy': '复制',
+    'copy_to_clipboard': '复制到剪贴板',
+    'copy_success': '复制成功!',
+    'copy_failure': '复制失败',
+  },
+  'it' : {
+    'copy': 'Copiare',
+    'copy_to_clipboard': 'Copiato negli appunti',
+    'copy_success': 'Copiato!',
+    'copy_failure': 'Errore durante la copia',
+  }
+}
+
+let locale = 'en'
+if( document.documentElement.lang !== undefined
+    && messages[document.documentElement.lang] !== undefined ) {
+  locale = document.documentElement.lang
+}
+
+let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT;
+if (doc_url_root == '#') {
+    doc_url_root = '';
+}
+
+/**
+ * SVG files for our copy buttons
+ */
+let iconCheck = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_success']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>`
+
+// If the user specified their own SVG use that, otherwise use the default
+let iconCopy = ``;
+if (!iconCopy) {
+  iconCopy = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_to_clipboard']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>`
+}
+
+/**
+ * Set up copy/paste for code blocks
+ */
+
+const runWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+
+const codeCellId = index => `codecell${index}`
+
+// Clears selected text since ClipboardJS will select the text when copying
+const clearSelection = () => {
+  if (window.getSelection) {
+    window.getSelection().removeAllRanges()
+  } else if (document.selection) {
+    document.selection.empty()
+  }
+}
+
+// Changes tooltip text for two seconds, then changes it back
+const temporarilyChangeTooltip = (el, oldText, newText) => {
+  el.setAttribute('data-tooltip', newText)
+  el.classList.add('success')
+  setTimeout(() => el.setAttribute('data-tooltip', oldText), 2000)
+  setTimeout(() => el.classList.remove('success'), 2000)
+}
+
+// Changes the copy button icon for two seconds, then changes it back
+const temporarilyChangeIcon = (el) => {
+  el.innerHTML = iconCheck;
+  setTimeout(() => {el.innerHTML = iconCopy}, 2000)
+}
+
+const addCopyButtonToCodeCells = () => {
+  // If ClipboardJS hasn't loaded, wait a bit and try again. This
+  // happens because we load ClipboardJS asynchronously.
+  if (window.ClipboardJS === undefined) {
+    setTimeout(addCopyButtonToCodeCells, 250)
+    return
+  }
+
+  // Add copybuttons to all of our code cells
+  const COPYBUTTON_SELECTOR = 'div.highlight pre';
+  const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR)
+  codeCells.forEach((codeCell, index) => {
+    const id = codeCellId(index)
+    codeCell.setAttribute('id', id)
+
+    const clipboardButton = id =>
+    `<button class="copybtn o-tooltip--left" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
+      ${iconCopy}
+    </button>`
+    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
+  })
+
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
+
+
+var copyTargetText = (trigger) => {
+  var target = document.querySelector(trigger.attributes['data-clipboard-target'].value);
+
+  // get filtered text
+  let exclude = '.linenos, .gp';
+
+  let text = filterText(target, exclude);
+  return formatCopyText(text, '', false, true, true, true, '', '')
+}
+
+  // Initialize with a callback so we can modify the text before copy
+  const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText})
+
+  // Update UI with error/success messages
+  clipboard.on('success', event => {
+    clearSelection()
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success'])
+    temporarilyChangeIcon(event.trigger)
+  })
+
+  clipboard.on('error', event => {
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure'])
+  })
+}
+
+runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/branch/main/_static/copybutton_funcs.js b/branch/main/_static/copybutton_funcs.js
new file mode 100644
index 0000000..dbe1aaa
--- /dev/null
+++ b/branch/main/_static/copybutton_funcs.js
@@ -0,0 +1,73 @@
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+export function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
diff --git a/branch/main/_static/css/badge_only.css b/branch/main/_static/css/badge_only.css
new file mode 100644
index 0000000..c718cee
--- /dev/null
+++ b/branch/main/_static/css/badge_only.css
@@ -0,0 +1 @@
+.clearfix{*zoom:1}.clearfix:after,.clearfix:before{display:table;content:""}.clearfix:after{clear:both}@font-face{font-family:FontAwesome;font-style:normal;font-weight:400;src:url(fonts/fontawesome-webfont.eot?674f50d287a8c48dc19ba404d20fe713?#iefix) format("embedded-opentype"),url(fonts/fontawesome-webfont.woff2?af7ae505a9eed503f8b8e6982036873e) format("woff2"),url(fonts/fontawesome-webfont.woff?fee66e712a8a08eef5805a46892932ad) format("woff"),url(fonts/fontawesome-webfont.ttf?b06871f281fee6b241d60582ae9369b9) format("truetype"),url(fonts/fontawesome-webfont.svg?912ec66d7572ff821749319396470bde#FontAwesome) format("svg")}.fa:before{font-family:FontAwesome;font-style:normal;font-weight:400;line-height:1}.fa:before,a .fa{text-decoration:inherit}.fa:before,a .fa,li .fa{display:inline-block}li .fa-large:before{width:1.875em}ul.fas{list-style-type:none;margin-left:2em;text-indent:-.8em}ul.fas li .fa{width:.8em}ul.fas li .fa-large:before{vertical-align:baseline}.fa-book:before,.icon-book:before{content:"\f02d"}.fa-caret-down:before,.icon-caret-down:before{content:"\f0d7"}.fa-caret-up:before,.icon-caret-up:before{content:"\f0d8"}.fa-caret-left:before,.icon-caret-left:before{content:"\f0d9"}.fa-caret-right:before,.icon-caret-right:before{content:"\f0da"}.rst-versions{position:fixed;bottom:0;left:0;width:300px;color:#fcfcfc;background:#1f1d1d;font-family:Lato,proxima-nova,Helvetica Neue,Arial,sans-serif;z-index:400}.rst-versions a{color:#2980b9;text-decoration:none}.rst-versions .rst-badge-small{display:none}.rst-versions .rst-current-version{padding:12px;background-color:#272525;display:block;text-align:right;font-size:90%;cursor:pointer;color:#27ae60}.rst-versions .rst-current-version:after{clear:both;content:"";display:block}.rst-versions .rst-current-version .fa{color:#fcfcfc}.rst-versions .rst-current-version .fa-book,.rst-versions .rst-current-version .icon-book{float:left}.rst-versions .rst-current-version.rst-out-of-date{background-color:#e74c3c;color:#fff}.rst-versions .rst-current-version.rst-active-old-version{background-color:#f1c40f;color:#000}.rst-versions.shift-up{height:auto;max-height:100%;overflow-y:scroll}.rst-versions.shift-up .rst-other-versions{display:block}.rst-versions .rst-other-versions{font-size:90%;padding:12px;color:grey;display:none}.rst-versions .rst-other-versions hr{display:block;height:1px;border:0;margin:20px 0;padding:0;border-top:1px solid #413d3d}.rst-versions .rst-other-versions dd{display:inline-block;margin:0}.rst-versions .rst-other-versions dd a{display:inline-block;padding:6px;color:#fcfcfc}.rst-versions.rst-badge{width:auto;bottom:20px;right:20px;left:auto;border:none;max-width:300px;max-height:90%}.rst-versions.rst-badge .fa-book,.rst-versions.rst-badge .icon-book{float:none;line-height:30px}.rst-versions.rst-badge.shift-up .rst-current-version{text-align:right}.rst-versions.rst-badge.shift-up .rst-current-version .fa-book,.rst-versions.rst-badge.shift-up .rst-current-version .icon-book{float:left}.rst-versions.rst-badge>.rst-current-version{width:auto;height:30px;line-height:30px;padding:0 6px;display:block;text-align:center}@media screen and (max-width:768px){.rst-versions{width:85%;display:none}.rst-versions.shift{display:block}}
\ No newline at end of file
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new file mode 100644
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diff --git a/branch/main/_static/css/fonts/Roboto-Slab-Regular.woff b/branch/main/_static/css/fonts/Roboto-Slab-Regular.woff
new file mode 100644
index 0000000..f815f63
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diff --git a/branch/main/_static/css/fonts/Roboto-Slab-Regular.woff2 b/branch/main/_static/css/fonts/Roboto-Slab-Regular.woff2
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diff --git a/branch/main/_static/css/fonts/fontawesome-webfont.eot b/branch/main/_static/css/fonts/fontawesome-webfont.eot
new file mode 100644
index 0000000..e9f60ca
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diff --git a/branch/main/_static/css/fonts/fontawesome-webfont.svg b/branch/main/_static/css/fonts/fontawesome-webfont.svg
new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/branch/main/_static/css/fonts/fontawesome-webfont.svg
@@ -0,0 +1,2671 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg>
+<metadata>
+Created by FontForge 20120731 at Mon Oct 24 17:37:40 2016
+ By ,,,
+Copyright Dave Gandy 2016. All rights reserved.
+</metadata>
+<defs>
+<font id="FontAwesome" horiz-adv-x="1536" >
+  <font-face 
+    font-family="FontAwesome"
+    font-weight="400"
+    font-stretch="normal"
+    units-per-em="1792"
+    panose-1="0 0 0 0 0 0 0 0 0 0"
+    ascent="1536"
+    descent="-256"
+    bbox="-1.02083 -256.962 2304.6 1537.02"
+    underline-thickness="0"
+    underline-position="0"
+    unicode-range="U+0020-F500"
+  />
+<missing-glyph horiz-adv-x="896" 
+d="M224 112h448v1312h-448v-1312zM112 0v1536h672v-1536h-672z" />
+    <glyph glyph-name=".notdef" horiz-adv-x="896" 
+d="M224 112h448v1312h-448v-1312zM112 0v1536h672v-1536h-672z" />
+    <glyph glyph-name=".null" horiz-adv-x="0" 
+ />
+    <glyph glyph-name="nonmarkingreturn" horiz-adv-x="597" 
+ />
+    <glyph glyph-name="space" unicode=" " horiz-adv-x="448" 
+ />
+    <glyph glyph-name="dieresis" unicode="&#xa8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="copyright" unicode="&#xa9;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="registered" unicode="&#xae;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="AE" unicode="&#xc6;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="Oslash" unicode="&#xd8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="trademark" unicode="&#x2122;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="infinity" unicode="&#x221e;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="notequal" unicode="&#x2260;" horiz-adv-x="1792" 
+ />
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diff --git a/branch/main/_static/doctools.js b/branch/main/_static/doctools.js
new file mode 100644
index 0000000..4d67807
--- /dev/null
+++ b/branch/main/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/branch/main/_static/documentation_options.js b/branch/main/_static/documentation_options.js
new file mode 100644
index 0000000..87fc516
--- /dev/null
+++ b/branch/main/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'dirhtml',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
diff --git a/branch/main/_static/file.png b/branch/main/_static/file.png
new file mode 100644
index 0000000..a858a41
Binary files /dev/null and b/branch/main/_static/file.png differ
diff --git a/branch/main/_static/jquery.js b/branch/main/_static/jquery.js
new file mode 100644
index 0000000..c4c6022
--- /dev/null
+++ b/branch/main/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
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[id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}if(t.length>0){$(".wy-menu-vertical .current").removeClass("current").attr("aria-expanded","false"),t.addClass("current").attr("aria-expanded","true"),t.closest("li.toctree-l1").parent().addClass("current").attr("aria-expanded","true");for(let n=1;n<=10;n++)t.closest("li.toctree-l"+n).addClass("current").attr("aria-expanded","true");t[0].scrollIntoView()}}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(document).height()},hashChange:function(){this.linkScroll=!0,this.win.one("hashchange",(function(){this.linkScroll=!1}))},toggleCurrent:function(n){var e=n.closest("li");e.siblings("li.current").removeClass("current").attr("aria-expanded","false"),e.siblings().find("li.current").removeClass("current").attr("aria-expanded","false");var t=e.find("> ul li");t.length&&(t.removeClass("current").attr("aria-expanded","false"),e.toggleClass("current").attr("aria-expanded",(function(n,e){return"true"==e?"false":"true"})))}},"undefined"!=typeof window&&(window.SphinxRtdTheme={Navigation:n.exports.ThemeNav,StickyNav:n.exports.ThemeNav}),function(){for(var n=0,e=["ms","moz","webkit","o"],t=0;t<e.length&&!window.requestAnimationFrame;++t)window.requestAnimationFrame=window[e[t]+"RequestAnimationFrame"],window.cancelAnimationFrame=window[e[t]+"CancelAnimationFrame"]||window[e[t]+"CancelRequestAnimationFrame"];window.requestAnimationFrame||(window.requestAnimationFrame=function(e,t){var i=(new Date).getTime(),o=Math.max(0,16-(i-n)),r=window.setTimeout((function(){e(i+o)}),o);return n=i+o,r}),window.cancelAnimationFrame||(window.cancelAnimationFrame=function(n){clearTimeout(n)})}()}).call(window)},function(n,e){n.exports=jQuery},function(n,e,t){}]);
\ No newline at end of file
diff --git a/branch/main/_static/language_data.js b/branch/main/_static/language_data.js
new file mode 100644
index 0000000..367b8ed
--- /dev/null
+++ b/branch/main/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, if available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/branch/main/_static/minipres.js b/branch/main/_static/minipres.js
new file mode 100644
index 0000000..ad11c87
--- /dev/null
+++ b/branch/main/_static/minipres.js
@@ -0,0 +1,223 @@
+// Add goTo method to elements
+// http://stackoverflow.com/questions/4801655/how-to-go-to-a-specific-element-on-page
+(function($) {
+    $.fn.goTo = function() {
+        $('html, body').animate({
+            scrollTop: $(this).offset().top //+ 'px'
+        }, 'fast');
+        return this; // for chaining...
+    }
+})(jQuery);
+
+// NO good way to do this!.  Copy a hack from here
+// https://stackoverflow.com/questions/901115/how-can-i-get-query-string-values-in-javascript
+// https://stackoverflow.com/a/2880929
+var urlParams;
+(window.onpopstate = function () {
+    var match,
+        pl     = /\+/g,  // Regex for replacing addition symbol with a space
+        search = /([^&=]+)=?([^&]*)/g,
+        decode = function (s) { return decodeURIComponent(s.replace(pl, " ")); },
+        query  = window.location.search.substring(1);
+    urlParams = {};
+    while (match = search.exec(query))
+	urlParams[decode(match[1])] = decode(match[2]);
+})();
+
+// Select heading levels
+var maxHeading = urlParams['h']
+if (maxHeading === undefined) maxHeading = 2
+var headingLevels = [];
+for (h=2 ; h<maxHeading+1 ; h++)
+    headingLevels.push("h"+h);
+var sectionSelector = headingLevels.join(", ");
+
+// Select heading levels which will be *hidden*
+var minHeading = urlParams['minh'];
+var hiddenSectionSelector = [ ];
+if (minHeading) {
+    for (h=Number(minHeading) ; h<7 ; h++)
+	hiddenSectionSelector.push("h"+h);
+}
+var hiddenSectionSelector = hiddenSectionSelector.join(", ");
+
+
+function section_find() {
+    /* Find all the relevant sections that start each slide.  The
+     * meaning of section in effect *only* matters as much as it can
+     * be parsed by section_top_and_height.
+     */
+    //var sections = $(".title, .section");
+    var sections = $(sectionSelector);
+    return sections;
+}
+
+function section_top_and_height(targetSection) {
+    /* Return object containging {top, height} for the passed section:
+     * the offset relative to the whole page, and height of the
+     * section (or zero if it can't be found).
+     */
+    var parent = targetSection.parentNode;
+
+    // ReStructuredText / Sphinx sections
+    if (parent.className == "section") {
+	targetSection = parent;
+	var top = $(targetSection).offset()["top"];
+	if (targetSection.getBoundingClientRect)
+	    var height = targetSection.getBoundingClientRect()["height"] || 0;
+	else
+	    var height = 0;
+	return {"top":top, "height":height};
+    }
+
+    // Default, no fancy logic
+    var top = $(targetSection).offset()["top"];
+    var height = 0;
+    console.log("default mode:", top, height)
+    return {"top":top, "height":height};
+
+}
+
+
+function switch_slide(delta) {
+    /* scroll `delta` sections forward or backwards
+     */
+    var sections = section_find();
+    console.log(sections);
+
+    var curPos = -10;
+    // Iterate all sections until we find the last one *above* the
+    // center of the screen.
+    for(i=0; i<sections.length; i++) {
+	screen_center = window.innerHeight/2;
+	element_top = sections[i].getBoundingClientRect()["top"]
+        if ( element_top < screen_center ) {
+            continue;
+        }
+        curPos = i-1;
+        break;
+    }
+    console.log("cur=", curPos);
+
+    // We didn't find anything - we are at the bottom of the page.
+    if (curPos == -10) {
+	curPos = sections.length - 1;
+    }
+
+    // Target element we want to scroll to
+    var targetPos = curPos + delta;
+    console.log("target=", targetPos);
+
+    // If we ask for -1, go directly to the top of the whole page.
+    if ( targetPos == -1 ) {
+	//var targetSection = $("body")
+	$('html, body').animate({
+            scrollTop: 0
+	}, 'fast');
+	return;
+    }
+
+    if ( targetPos < 0 || targetPos > (sections.length-1) ) {
+    // if we would scroll past bottom, or above top, do nothing
+        return;
+    }
+
+    console.log('xxxxxx');
+    var targetSection = sections[targetPos];
+    console.log(targetSection, typeof(targetSection));
+
+    // Return targetSection top and height
+    var secProperties = section_top_and_height(targetSection);
+    var top = secProperties['top'];
+    var height = secProperties['height']
+    var win_height = window.innerHeight;
+    //console.info(top, height, win_height)
+
+    var scroll_to = 0;
+    if (height >= win_height || height == 0) {
+        scroll_to = top;
+    } else {
+        scroll_to = top - (win_height-height)/3.;
+    }
+    //console.info(top, height, win_height, scroll_to)
+
+    $('html, body').animate({
+        scrollTop: scroll_to //+ 'px'
+    }, 'fast');
+
+}
+
+
+function minipres() {
+    /* Enable the minipres mode:
+       - call the hide() function
+       - set up the scrolling listener
+     */
+    document.addEventListener('keydown', function (event) {
+        switch(event.which) {
+        case 37: // left
+            switch_slide(-1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 38: // up
+        case 39: // right
+            switch_slide(+1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 40: // down
+        default:
+    	    return; // exit this handler for other keys
+        }
+    }, true)
+
+    hide()
+
+    // Increase space between sections
+    //$("div .section").css('margin-bottom', '50%');
+    $(sectionSelector).css('margin-top', '50%');
+
+    // Reduce size/color of other sections
+    if (hiddenSectionSelector.length > 0) {
+        var hideNodes = $(hiddenSectionSelector);
+        console.log(typeof hideNodes, hideNodes);
+        for (node in hideNodes) {
+            console.log("a", typeof node, node);
+            node = hideNodes[node];  // what's right way to iterate values?
+            console.log("b", typeof node, node);
+            if (node.parentNode && node.parentNode.className == "section") {
+                node = node.parentNode;
+                console.log("c", typeof node, node);
+                //node.css['transform'] = 'scale(.5)';
+                //node.css['transform-origin'] = 'top center';
+                $(node).css('color', 'lightgrey');
+                //$(node).css('font-size', '20%');
+                //$(node).css('visibility', 'collapse');
+                //ntahousnatouhasno;
+            }
+        }
+    }
+}
+
+function hide() {
+    /* Hide all non-essential elements on the page
+     */
+
+    // This is for sphinx_rst_theme and readthedocs
+    $(".wy-nav-side").remove();
+    $(".wy-nav-content-wrap").css('margin-left', 0);
+    $('.rst-versions').remove();  // readthedocs version selector
+
+    // Add other formats here.
+}
+
+
+var slideshow = minipres;
+
+if (window.location.search.match(/[?&](minipres|slideshow|pres)([=&]|$)/) ) {
+    //minipres()
+    window.addEventListener("load", minipres);
+} else if (window.location.search.match(/[?&](plain)([=&]|$)/) ) {
+    window.addEventListener("load", hide);
+}
diff --git a/branch/main/_static/minus.png b/branch/main/_static/minus.png
new file mode 100644
index 0000000..d96755f
Binary files /dev/null and b/branch/main/_static/minus.png differ
diff --git a/branch/main/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css b/branch/main/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
new file mode 100644
index 0000000..3356631
--- /dev/null
+++ b/branch/main/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
@@ -0,0 +1,2342 @@
+/* Variables */
+:root {
+  --mystnb-source-bg-color: #f7f7f7;
+  --mystnb-stdout-bg-color: #fcfcfc;
+  --mystnb-stderr-bg-color: #fdd;
+  --mystnb-traceback-bg-color: #fcfcfc;
+  --mystnb-source-border-color: #ccc;
+  --mystnb-source-margin-color: green;
+  --mystnb-stdout-border-color: #f7f7f7;
+  --mystnb-stderr-border-color: #f7f7f7;
+  --mystnb-traceback-border-color: #ffd6d6;
+  --mystnb-hide-prompt-opacity: 70%;
+  --mystnb-source-border-radius: .4em;
+  --mystnb-source-border-width: 1px;
+}
+
+/* Whole cell */
+div.container.cell {
+  padding-left: 0;
+  margin-bottom: 1em;
+}
+
+/* Removing all background formatting so we can control at the div level */
+.cell_input div.highlight,
+.cell_output pre,
+.cell_input pre,
+.cell_output .output {
+  border: none;
+  box-shadow: none;
+}
+
+.cell_output .output pre,
+.cell_input pre {
+  margin: 0px;
+}
+
+/* Input cells */
+div.cell div.cell_input,
+div.cell details.above-input>summary {
+  padding-left: 0em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  background-color: var(--mystnb-source-bg-color);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+  border-radius: var(--mystnb-source-border-radius);
+}
+
+div.cell_input>div,
+div.cell_output div.output>div.highlight {
+  margin: 0em !important;
+  border: none !important;
+}
+
+/* All cell outputs */
+.cell_output {
+  padding-left: 1em;
+  padding-right: 0em;
+  margin-top: 1em;
+}
+
+/* Text outputs from cells */
+.cell_output .output.text_plain,
+.cell_output .output.traceback,
+.cell_output .output.stream,
+.cell_output .output.stderr {
+  margin-top: 1em;
+  margin-bottom: 0em;
+  box-shadow: none;
+}
+
+.cell_output .output.text_plain,
+.cell_output .output.stream {
+  background: var(--mystnb-stdout-bg-color);
+  border: 1px solid var(--mystnb-stdout-border-color);
+}
+
+.cell_output .output.stderr {
+  background: var(--mystnb-stderr-bg-color);
+  border: 1px solid var(--mystnb-stderr-border-color);
+}
+
+.cell_output .output.traceback {
+  background: var(--mystnb-traceback-bg-color);
+  border: 1px solid var(--mystnb-traceback-border-color);
+}
+
+/* Collapsible cell content */
+div.cell details.above-input div.cell_input {
+  border-top-left-radius: 0;
+  border-top-right-radius: 0;
+  border-top: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+}
+
+div.cell div.cell_input.above-output-prompt {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+}
+
+div.cell details.above-input>summary {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+  border-bottom: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+  padding-left: 1em;
+  margin-bottom: 0;
+}
+
+div.cell details.above-output>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.below-input>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-top: none;
+  border-bottom-left-radius: var(--mystnb-source-border-radius);
+  border-bottom-right-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.hide>summary>span {
+  opacity: var(--mystnb-hide-prompt-opacity);
+}
+
+div.cell details.hide[open]>summary>span.collapsed {
+  display: none;
+}
+
+div.cell details.hide:not([open])>summary>span.expanded {
+  display: none;
+}
+
+@keyframes collapsed-fade-in {
+  0% {
+    opacity: 0;
+  }
+
+  100% {
+    opacity: 1;
+  }
+}
+div.cell details.hide[open]>summary~* {
+  -moz-animation: collapsed-fade-in 0.3s ease-in-out;
+  -webkit-animation: collapsed-fade-in 0.3s ease-in-out;
+  animation: collapsed-fade-in 0.3s ease-in-out;
+}
+
+/* Math align to the left */
+.cell_output .MathJax_Display {
+  text-align: left !important;
+}
+
+/* Pandas tables. Pulled from the Jupyter / nbsphinx CSS */
+div.cell_output table {
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 1em;
+  table-layout: fixed;
+}
+
+div.cell_output thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+
+div.cell_output tr,
+div.cell_output th,
+div.cell_output td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+div.cell_output th {
+  font-weight: bold;
+}
+
+div.cell_output tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+
+div.cell_output tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+
+/** source code line numbers **/
+span.linenos {
+  opacity: 0.5;
+}
+
+/* Inline text from `paste` operation */
+
+span.pasted-text {
+  font-weight: bold;
+}
+
+span.pasted-inline img {
+  max-height: 2em;
+}
+
+tbody span.pasted-inline img {
+  max-height: none;
+}
+
+/* Font colors for translated ANSI escape sequences
+Color values are copied from Jupyter Notebook
+https://github.com/jupyter/notebook/blob/52581f8eda9b319eb0390ac77fe5903c38f81e3e/notebook/static/notebook/less/ansicolors.less#L14-L21
+Background colors from
+https://nbsphinx.readthedocs.io/en/latest/code-cells.html#ANSI-Colors
+*/
+div.highlight .-Color-Bold {
+  font-weight: bold;
+}
+
+div.highlight .-Color[class*=-Black] {
+  color: #3E424D
+}
+
+div.highlight .-Color[class*=-Red] {
+  color: #E75C58
+}
+
+div.highlight .-Color[class*=-Green] {
+  color: #00A250
+}
+
+div.highlight .-Color[class*=-Yellow] {
+  color: #DDB62B
+}
+
+div.highlight .-Color[class*=-Blue] {
+  color: #208FFB
+}
+
+div.highlight .-Color[class*=-Magenta] {
+  color: #D160C4
+}
+
+div.highlight .-Color[class*=-Cyan] {
+  color: #60C6C8
+}
+
+div.highlight .-Color[class*=-White] {
+  color: #C5C1B4
+}
+
+div.highlight .-Color[class*=-BGBlack] {
+  background-color: #3E424D
+}
+
+div.highlight .-Color[class*=-BGRed] {
+  background-color: #E75C58
+}
+
+div.highlight .-Color[class*=-BGGreen] {
+  background-color: #00A250
+}
+
+div.highlight .-Color[class*=-BGYellow] {
+  background-color: #DDB62B
+}
+
+div.highlight .-Color[class*=-BGBlue] {
+  background-color: #208FFB
+}
+
+div.highlight .-Color[class*=-BGMagenta] {
+  background-color: #D160C4
+}
+
+div.highlight .-Color[class*=-BGCyan] {
+  background-color: #60C6C8
+}
+
+div.highlight .-Color[class*=-BGWhite] {
+  background-color: #C5C1B4
+}
+
+/* Font colors for 8-bit ANSI */
+
+div.highlight .-Color[class*=-C0] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC0] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C1] {
+  color: #800000
+}
+
+div.highlight .-Color[class*=-BGC1] {
+  background-color: #800000
+}
+
+div.highlight .-Color[class*=-C2] {
+  color: #008000
+}
+
+div.highlight .-Color[class*=-BGC2] {
+  background-color: #008000
+}
+
+div.highlight .-Color[class*=-C3] {
+  color: #808000
+}
+
+div.highlight .-Color[class*=-BGC3] {
+  background-color: #808000
+}
+
+div.highlight .-Color[class*=-C4] {
+  color: #000080
+}
+
+div.highlight .-Color[class*=-BGC4] {
+  background-color: #000080
+}
+
+div.highlight .-Color[class*=-C5] {
+  color: #800080
+}
+
+div.highlight .-Color[class*=-BGC5] {
+  background-color: #800080
+}
+
+div.highlight .-Color[class*=-C6] {
+  color: #008080
+}
+
+div.highlight .-Color[class*=-BGC6] {
+  background-color: #008080
+}
+
+div.highlight .-Color[class*=-C7] {
+  color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-BGC7] {
+  background-color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-C8] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC8] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C9] {
+  color: #FF0000
+}
+
+div.highlight .-Color[class*=-BGC9] {
+  background-color: #FF0000
+}
+
+div.highlight .-Color[class*=-C10] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC10] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C11] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC11] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C12] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC12] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C13] {
+  color: #FF00FF
+}
+
+div.highlight .-Color[class*=-BGC13] {
+  background-color: #FF00FF
+}
+
+div.highlight .-Color[class*=-C14] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC14] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C15] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC15] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C16] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC16] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C17] {
+  color: #00005F
+}
+
+div.highlight .-Color[class*=-BGC17] {
+  background-color: #00005F
+}
+
+div.highlight .-Color[class*=-C18] {
+  color: #000087
+}
+
+div.highlight .-Color[class*=-BGC18] {
+  background-color: #000087
+}
+
+div.highlight .-Color[class*=-C19] {
+  color: #0000AF
+}
+
+div.highlight .-Color[class*=-BGC19] {
+  background-color: #0000AF
+}
+
+div.highlight .-Color[class*=-C20] {
+  color: #0000D7
+}
+
+div.highlight .-Color[class*=-BGC20] {
+  background-color: #0000D7
+}
+
+div.highlight .-Color[class*=-C21] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC21] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C22] {
+  color: #005F00
+}
+
+div.highlight .-Color[class*=-BGC22] {
+  background-color: #005F00
+}
+
+div.highlight .-Color[class*=-C23] {
+  color: #005F5F
+}
+
+div.highlight .-Color[class*=-BGC23] {
+  background-color: #005F5F
+}
+
+div.highlight .-Color[class*=-C24] {
+  color: #005F87
+}
+
+div.highlight .-Color[class*=-BGC24] {
+  background-color: #005F87
+}
+
+div.highlight .-Color[class*=-C25] {
+  color: #005FAF
+}
+
+div.highlight .-Color[class*=-BGC25] {
+  background-color: #005FAF
+}
+
+div.highlight .-Color[class*=-C26] {
+  color: #005FD7
+}
+
+div.highlight .-Color[class*=-BGC26] {
+  background-color: #005FD7
+}
+
+div.highlight .-Color[class*=-C27] {
+  color: #005FFF
+}
+
+div.highlight .-Color[class*=-BGC27] {
+  background-color: #005FFF
+}
+
+div.highlight .-Color[class*=-C28] {
+  color: #008700
+}
+
+div.highlight .-Color[class*=-BGC28] {
+  background-color: #008700
+}
+
+div.highlight .-Color[class*=-C29] {
+  color: #00875F
+}
+
+div.highlight .-Color[class*=-BGC29] {
+  background-color: #00875F
+}
+
+div.highlight .-Color[class*=-C30] {
+  color: #008787
+}
+
+div.highlight .-Color[class*=-BGC30] {
+  background-color: #008787
+}
+
+div.highlight .-Color[class*=-C31] {
+  color: #0087AF
+}
+
+div.highlight .-Color[class*=-BGC31] {
+  background-color: #0087AF
+}
+
+div.highlight .-Color[class*=-C32] {
+  color: #0087D7
+}
+
+div.highlight .-Color[class*=-BGC32] {
+  background-color: #0087D7
+}
+
+div.highlight .-Color[class*=-C33] {
+  color: #0087FF
+}
+
+div.highlight .-Color[class*=-BGC33] {
+  background-color: #0087FF
+}
+
+div.highlight .-Color[class*=-C34] {
+  color: #00AF00
+}
+
+div.highlight .-Color[class*=-BGC34] {
+  background-color: #00AF00
+}
+
+div.highlight .-Color[class*=-C35] {
+  color: #00AF5F
+}
+
+div.highlight .-Color[class*=-BGC35] {
+  background-color: #00AF5F
+}
+
+div.highlight .-Color[class*=-C36] {
+  color: #00AF87
+}
+
+div.highlight .-Color[class*=-BGC36] {
+  background-color: #00AF87
+}
+
+div.highlight .-Color[class*=-C37] {
+  color: #00AFAF
+}
+
+div.highlight .-Color[class*=-BGC37] {
+  background-color: #00AFAF
+}
+
+div.highlight .-Color[class*=-C38] {
+  color: #00AFD7
+}
+
+div.highlight .-Color[class*=-BGC38] {
+  background-color: #00AFD7
+}
+
+div.highlight .-Color[class*=-C39] {
+  color: #00AFFF
+}
+
+div.highlight .-Color[class*=-BGC39] {
+  background-color: #00AFFF
+}
+
+div.highlight .-Color[class*=-C40] {
+  color: #00D700
+}
+
+div.highlight .-Color[class*=-BGC40] {
+  background-color: #00D700
+}
+
+div.highlight .-Color[class*=-C41] {
+  color: #00D75F
+}
+
+div.highlight .-Color[class*=-BGC41] {
+  background-color: #00D75F
+}
+
+div.highlight .-Color[class*=-C42] {
+  color: #00D787
+}
+
+div.highlight .-Color[class*=-BGC42] {
+  background-color: #00D787
+}
+
+div.highlight .-Color[class*=-C43] {
+  color: #00D7AF
+}
+
+div.highlight .-Color[class*=-BGC43] {
+  background-color: #00D7AF
+}
+
+div.highlight .-Color[class*=-C44] {
+  color: #00D7D7
+}
+
+div.highlight .-Color[class*=-BGC44] {
+  background-color: #00D7D7
+}
+
+div.highlight .-Color[class*=-C45] {
+  color: #00D7FF
+}
+
+div.highlight .-Color[class*=-BGC45] {
+  background-color: #00D7FF
+}
+
+div.highlight .-Color[class*=-C46] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC46] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C47] {
+  color: #00FF5F
+}
+
+div.highlight .-Color[class*=-BGC47] {
+  background-color: #00FF5F
+}
+
+div.highlight .-Color[class*=-C48] {
+  color: #00FF87
+}
+
+div.highlight .-Color[class*=-BGC48] {
+  background-color: #00FF87
+}
+
+div.highlight .-Color[class*=-C49] {
+  color: #00FFAF
+}
+
+div.highlight .-Color[class*=-BGC49] {
+  background-color: #00FFAF
+}
+
+div.highlight .-Color[class*=-C50] {
+  color: #00FFD7
+}
+
+div.highlight .-Color[class*=-BGC50] {
+  background-color: #00FFD7
+}
+
+div.highlight .-Color[class*=-C51] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC51] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C52] {
+  color: #5F0000
+}
+
+div.highlight .-Color[class*=-BGC52] {
+  background-color: #5F0000
+}
+
+div.highlight .-Color[class*=-C53] {
+  color: #5F005F
+}
+
+div.highlight .-Color[class*=-BGC53] {
+  background-color: #5F005F
+}
+
+div.highlight .-Color[class*=-C54] {
+  color: #5F0087
+}
+
+div.highlight .-Color[class*=-BGC54] {
+  background-color: #5F0087
+}
+
+div.highlight .-Color[class*=-C55] {
+  color: #5F00AF
+}
+
+div.highlight .-Color[class*=-BGC55] {
+  background-color: #5F00AF
+}
+
+div.highlight .-Color[class*=-C56] {
+  color: #5F00D7
+}
+
+div.highlight .-Color[class*=-BGC56] {
+  background-color: #5F00D7
+}
+
+div.highlight .-Color[class*=-C57] {
+  color: #5F00FF
+}
+
+div.highlight .-Color[class*=-BGC57] {
+  background-color: #5F00FF
+}
+
+div.highlight .-Color[class*=-C58] {
+  color: #5F5F00
+}
+
+div.highlight .-Color[class*=-BGC58] {
+  background-color: #5F5F00
+}
+
+div.highlight .-Color[class*=-C59] {
+  color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-BGC59] {
+  background-color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-C60] {
+  color: #5F5F87
+}
+
+div.highlight .-Color[class*=-BGC60] {
+  background-color: #5F5F87
+}
+
+div.highlight .-Color[class*=-C61] {
+  color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-BGC61] {
+  background-color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-C62] {
+  color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-BGC62] {
+  background-color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-C63] {
+  color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-BGC63] {
+  background-color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-C64] {
+  color: #5F8700
+}
+
+div.highlight .-Color[class*=-BGC64] {
+  background-color: #5F8700
+}
+
+div.highlight .-Color[class*=-C65] {
+  color: #5F875F
+}
+
+div.highlight .-Color[class*=-BGC65] {
+  background-color: #5F875F
+}
+
+div.highlight .-Color[class*=-C66] {
+  color: #5F8787
+}
+
+div.highlight .-Color[class*=-BGC66] {
+  background-color: #5F8787
+}
+
+div.highlight .-Color[class*=-C67] {
+  color: #5F87AF
+}
+
+div.highlight .-Color[class*=-BGC67] {
+  background-color: #5F87AF
+}
+
+div.highlight .-Color[class*=-C68] {
+  color: #5F87D7
+}
+
+div.highlight .-Color[class*=-BGC68] {
+  background-color: #5F87D7
+}
+
+div.highlight .-Color[class*=-C69] {
+  color: #5F87FF
+}
+
+div.highlight .-Color[class*=-BGC69] {
+  background-color: #5F87FF
+}
+
+div.highlight .-Color[class*=-C70] {
+  color: #5FAF00
+}
+
+div.highlight .-Color[class*=-BGC70] {
+  background-color: #5FAF00
+}
+
+div.highlight .-Color[class*=-C71] {
+  color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-BGC71] {
+  background-color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-C72] {
+  color: #5FAF87
+}
+
+div.highlight .-Color[class*=-BGC72] {
+  background-color: #5FAF87
+}
+
+div.highlight .-Color[class*=-C73] {
+  color: #5FAFAF
+}
+
+div.highlight .-Color[class*=-BGC73] {
+  background-color: #5FAFAF
+}
+
+div.highlight .-Color[class*=-C74] {
+  color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-BGC74] {
+  background-color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-C75] {
+  color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-BGC75] {
+  background-color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-C76] {
+  color: #5FD700
+}
+
+div.highlight .-Color[class*=-BGC76] {
+  background-color: #5FD700
+}
+
+div.highlight .-Color[class*=-C77] {
+  color: #5FD75F
+}
+
+div.highlight .-Color[class*=-BGC77] {
+  background-color: #5FD75F
+}
+
+div.highlight .-Color[class*=-C78] {
+  color: #5FD787
+}
+
+div.highlight .-Color[class*=-BGC78] {
+  background-color: #5FD787
+}
+
+div.highlight .-Color[class*=-C79] {
+  color: #5FD7AF
+}
+
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+  background-color: #5FD7AF
+}
+
+div.highlight .-Color[class*=-C80] {
+  color: #5FD7D7
+}
+
+div.highlight .-Color[class*=-BGC80] {
+  background-color: #5FD7D7
+}
+
+div.highlight .-Color[class*=-C81] {
+  color: #5FD7FF
+}
+
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+  background-color: #5FD7FF
+}
+
+div.highlight .-Color[class*=-C82] {
+  color: #5FFF00
+}
+
+div.highlight .-Color[class*=-BGC82] {
+  background-color: #5FFF00
+}
+
+div.highlight .-Color[class*=-C83] {
+  color: #5FFF5F
+}
+
+div.highlight .-Color[class*=-BGC83] {
+  background-color: #5FFF5F
+}
+
+div.highlight .-Color[class*=-C84] {
+  color: #5FFF87
+}
+
+div.highlight .-Color[class*=-BGC84] {
+  background-color: #5FFF87
+}
+
+div.highlight .-Color[class*=-C85] {
+  color: #5FFFAF
+}
+
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+  background-color: #5FFFAF
+}
+
+div.highlight .-Color[class*=-C86] {
+  color: #5FFFD7
+}
+
+div.highlight .-Color[class*=-BGC86] {
+  background-color: #5FFFD7
+}
+
+div.highlight .-Color[class*=-C87] {
+  color: #5FFFFF
+}
+
+div.highlight .-Color[class*=-BGC87] {
+  background-color: #5FFFFF
+}
+
+div.highlight .-Color[class*=-C88] {
+  color: #870000
+}
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+div.highlight .-Color[class*=-BGC88] {
+  background-color: #870000
+}
+
+div.highlight .-Color[class*=-C89] {
+  color: #87005F
+}
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+div.highlight .-Color[class*=-BGC89] {
+  background-color: #87005F
+}
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+div.highlight .-Color[class*=-C90] {
+  color: #870087
+}
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+div.highlight .-Color[class*=-BGC90] {
+  background-color: #870087
+}
+
+div.highlight .-Color[class*=-C91] {
+  color: #8700AF
+}
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+div.highlight .-Color[class*=-BGC91] {
+  background-color: #8700AF
+}
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+div.highlight .-Color[class*=-C92] {
+  color: #8700D7
+}
+
+div.highlight .-Color[class*=-BGC92] {
+  background-color: #8700D7
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+div.highlight .-Color[class*=-C209] {
+  color: #FF875F
+}
+
+div.highlight .-Color[class*=-BGC209] {
+  background-color: #FF875F
+}
+
+div.highlight .-Color[class*=-C210] {
+  color: #FF8787
+}
+
+div.highlight .-Color[class*=-BGC210] {
+  background-color: #FF8787
+}
+
+div.highlight .-Color[class*=-C211] {
+  color: #FF87AF
+}
+
+div.highlight .-Color[class*=-BGC211] {
+  background-color: #FF87AF
+}
+
+div.highlight .-Color[class*=-C212] {
+  color: #FF87D7
+}
+
+div.highlight .-Color[class*=-BGC212] {
+  background-color: #FF87D7
+}
+
+div.highlight .-Color[class*=-C213] {
+  color: #FF87FF
+}
+
+div.highlight .-Color[class*=-BGC213] {
+  background-color: #FF87FF
+}
+
+div.highlight .-Color[class*=-C214] {
+  color: #FFAF00
+}
+
+div.highlight .-Color[class*=-BGC214] {
+  background-color: #FFAF00
+}
+
+div.highlight .-Color[class*=-C215] {
+  color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-BGC215] {
+  background-color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-C216] {
+  color: #FFAF87
+}
+
+div.highlight .-Color[class*=-BGC216] {
+  background-color: #FFAF87
+}
+
+div.highlight .-Color[class*=-C217] {
+  color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-BGC217] {
+  background-color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-C218] {
+  color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-BGC218] {
+  background-color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-C219] {
+  color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-BGC219] {
+  background-color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-C220] {
+  color: #FFD700
+}
+
+div.highlight .-Color[class*=-BGC220] {
+  background-color: #FFD700
+}
+
+div.highlight .-Color[class*=-C221] {
+  color: #FFD75F
+}
+
+div.highlight .-Color[class*=-BGC221] {
+  background-color: #FFD75F
+}
+
+div.highlight .-Color[class*=-C222] {
+  color: #FFD787
+}
+
+div.highlight .-Color[class*=-BGC222] {
+  background-color: #FFD787
+}
+
+div.highlight .-Color[class*=-C223] {
+  color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-BGC223] {
+  background-color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-C224] {
+  color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-BGC224] {
+  background-color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-C225] {
+  color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-BGC225] {
+  background-color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-C226] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC226] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C227] {
+  color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-BGC227] {
+  background-color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-C228] {
+  color: #FFFF87
+}
+
+div.highlight .-Color[class*=-BGC228] {
+  background-color: #FFFF87
+}
+
+div.highlight .-Color[class*=-C229] {
+  color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-BGC229] {
+  background-color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-C230] {
+  color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-BGC230] {
+  background-color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-C231] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC231] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C232] {
+  color: #080808
+}
+
+div.highlight .-Color[class*=-BGC232] {
+  background-color: #080808
+}
+
+div.highlight .-Color[class*=-C233] {
+  color: #121212
+}
+
+div.highlight .-Color[class*=-BGC233] {
+  background-color: #121212
+}
+
+div.highlight .-Color[class*=-C234] {
+  color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-BGC234] {
+  background-color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-C235] {
+  color: #262626
+}
+
+div.highlight .-Color[class*=-BGC235] {
+  background-color: #262626
+}
+
+div.highlight .-Color[class*=-C236] {
+  color: #303030
+}
+
+div.highlight .-Color[class*=-BGC236] {
+  background-color: #303030
+}
+
+div.highlight .-Color[class*=-C237] {
+  color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-BGC237] {
+  background-color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-C238] {
+  color: #444444
+}
+
+div.highlight .-Color[class*=-BGC238] {
+  background-color: #444444
+}
+
+div.highlight .-Color[class*=-C239] {
+  color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-BGC239] {
+  background-color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-C240] {
+  color: #585858
+}
+
+div.highlight .-Color[class*=-BGC240] {
+  background-color: #585858
+}
+
+div.highlight .-Color[class*=-C241] {
+  color: #626262
+}
+
+div.highlight .-Color[class*=-BGC241] {
+  background-color: #626262
+}
+
+div.highlight .-Color[class*=-C242] {
+  color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-BGC242] {
+  background-color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-C243] {
+  color: #767676
+}
+
+div.highlight .-Color[class*=-BGC243] {
+  background-color: #767676
+}
+
+div.highlight .-Color[class*=-C244] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC244] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C245] {
+  color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-BGC245] {
+  background-color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-C246] {
+  color: #949494
+}
+
+div.highlight .-Color[class*=-BGC246] {
+  background-color: #949494
+}
+
+div.highlight .-Color[class*=-C247] {
+  color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-BGC247] {
+  background-color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-C248] {
+  color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-BGC248] {
+  background-color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-C249] {
+  color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-BGC249] {
+  background-color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-C250] {
+  color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-BGC250] {
+  background-color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-C251] {
+  color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-BGC251] {
+  background-color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-C252] {
+  color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-BGC252] {
+  background-color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-C253] {
+  color: #DADADA
+}
+
+div.highlight .-Color[class*=-BGC253] {
+  background-color: #DADADA
+}
+
+div.highlight .-Color[class*=-C254] {
+  color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-BGC254] {
+  background-color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-C255] {
+  color: #EEEEEE
+}
+
+div.highlight .-Color[class*=-BGC255] {
+  background-color: #EEEEEE
+}
diff --git a/branch/main/_static/plus.png b/branch/main/_static/plus.png
new file mode 100644
index 0000000..7107cec
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diff --git a/branch/main/_static/pygments.css b/branch/main/_static/pygments.css
new file mode 100644
index 0000000..84ab303
--- /dev/null
+++ b/branch/main/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #9C6500 } /* Comment.Preproc */
+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
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+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
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diff --git a/branch/main/_static/searchtools.js b/branch/main/_static/searchtools.js
new file mode 100644
index 0000000..b08d58c
--- /dev/null
+++ b/branch/main/_static/searchtools.js
@@ -0,0 +1,620 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, anchor)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      "Search finished, found ${resultCount} page(s) matching the search query."
+    ).replace('${resultCount}', resultCount);
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+// Helper function used by query() to order search results.
+// Each input is an array of [docname, title, anchor, descr, score, filename].
+// Order the results by score (in opposite order of appearance, since the
+// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
+const _orderResultsByScoreThenName = (a, b) => {
+  const leftScore = a[4];
+  const rightScore = b[4];
+  if (leftScore === rightScore) {
+    // same score: sort alphabetically
+    const leftTitle = a[1].toLowerCase();
+    const rightTitle = b[1].toLowerCase();
+    if (leftTitle === rightTitle) return 0;
+    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+  }
+  return leftScore > rightScore ? 1 : -1;
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString, anchor) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    for (const removalQuery of [".headerlink", "script", "style"]) {
+      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
+    }
+    if (anchor) {
+      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
+      if (anchorContent) return anchorContent.textContent;
+
+      console.warn(
+        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
+      );
+    }
+
+    // if anchor not specified or not found, fall back to main content
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent) return docContent.textContent;
+
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  _parseQuery: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // Collect multiple result groups to be sorted separately and then ordered.
+    // Each is an array of [docname, title, anchor, descr, score, filename].
+    const normalResults = [];
+    const nonMainIndexResults = [];
+
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase().trim();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
+          normalResults.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score + boost,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id, isMain] of foundEntries) {
+          const score = Math.round(100 * queryLower.length / entry.length);
+          const result = [
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ];
+          if (isMain) {
+            normalResults.push(result);
+          } else {
+            nonMainIndexResults.push(result);
+          }
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
+      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
+    }
+
+    // Sort each group of results by score and then alphabetically by name.
+    normalResults.sort(_orderResultsByScoreThenName);
+    nonMainIndexResults.sort(_orderResultsByScoreThenName);
+
+    // Combine the result groups in (reverse) order.
+    // Non-main index entries are typically arbitrary cross-references,
+    // so display them after other results.
+    let results = [...nonMainIndexResults, ...normalResults];
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    return results.reverse();
+  },
+
+  query: (query) => {
+    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
+    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        if (!terms.hasOwnProperty(word)) {
+          Object.keys(terms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: terms[term], score: Scorer.partialTerm });
+          });
+        }
+        if (!titleTerms.hasOwnProperty(word)) {
+          Object.keys(titleTerms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
+          });
+        }
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (!fileMap.has(file)) fileMap.set(file, [word]);
+        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords, anchor) => {
+    const text = Search.htmlToText(htmlText, anchor);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/branch/main/_static/sphinx_highlight.js b/branch/main/_static/sphinx_highlight.js
new file mode 100644
index 0000000..8a96c69
--- /dev/null
+++ b/branch/main/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/branch/main/_static/sphinx_lesson.css b/branch/main/_static/sphinx_lesson.css
new file mode 100644
index 0000000..14b20c6
--- /dev/null
+++ b/branch/main/_static/sphinx_lesson.css
@@ -0,0 +1,51 @@
+/* sphinx_lesson.css */
+
+body.wy-body-for-nav img.with-border {
+    border: 2px solid;
+}
+
+.rst-content .admonition-no-content {
+    padding-bottom: 0px;
+}
+
+.rst-content .demo > .admonition-title::before {
+    content: "\01F440";  /* Eyes */ }
+.rst-content .type-along > .admonition-title::before {
+    content: "\02328\0FE0F";  /* Keyboard */ }
+.rst-content .exercise > .admonition-title::before {
+    content: "\0270D\0FE0F";  /* Hand */ }
+.rst-content .solution > .admonition-title::before {
+    content: "\02714\0FE0E";  /* Check mark */ }
+.rst-content .homework > .admonition-title::before {
+    content: "\01F4DD";  /* Memo */ }
+.rst-content .discussion > .admonition-title::before {
+    content: "\01F4AC";  /* Speech balloon */ }
+.rst-content .questions > .admonition-title::before {
+    content: "\02753\0FE0E";  /* Question mark */ }
+.rst-content .prerequisites > .admonition-title::before {
+    content: "\02699";  /* Gear */ }
+.rst-content .seealso > .admonition-title::before {
+    content: "\027A1\0FE0E";  /* Question mark */ }
+
+
+/* instructor-note */
+.rst-content .instructor-note {
+    background: #e7e7e7;
+}
+.rst-content .instructor-note > .admonition-title {
+    background: #6a6a6a;
+}
+.rst-content .instructor-note > .admonition-title::before {
+    content: "";
+}
+
+
+/* sphinx_toggle_button, make the font white */
+.rst-content .toggle.admonition button.toggle-button {
+    color: white;
+}
+
+/* sphinx-togglebutton, remove underflow when toggled to hidden mode */
+.rst-content .admonition.toggle-hidden {
+    padding-bottom: 0px;
+}
diff --git a/branch/main/_static/sphinx_rtd_theme_ext_color_contrast.css b/branch/main/_static/sphinx_rtd_theme_ext_color_contrast.css
new file mode 100644
index 0000000..e68feb8
--- /dev/null
+++ b/branch/main/_static/sphinx_rtd_theme_ext_color_contrast.css
@@ -0,0 +1,47 @@
+/* The following are for web accessibility of sphinx_rtd_theme: they
+ * solve some of the most frequent contrast issues.  Remove when this
+ * solved:
+ * https://github.com/readthedocs/sphinx_rtd_theme/issues/971
+ */
+/* background: #fcfcfc, note boxes #E7F2FA */
+a { color: #2573A7; }  /* original #2980B9, #1F5C84; */
+body { color: #242424; } /* original #404040, #383838 */
+.wy-side-nav-search>a, .wy-side-nav-search .wy-dropdown>a {
+    color: #ffffff;
+} /* original #fcfcfc */
+footer { color: #737373; } /* original gray=#808080*/
+footer span.commit code, footer span.commit .rst-content tt, .rst-content footer span.commit tt {
+    color: #737373;
+}  /* original gray=#808080*/
+.rst-content tt.literal, .rst-content tt.literal, .rst-content code.literal {
+    color: #AB2314;
+}
+/* Sidebar background */
+.wy-side-nav-search { background-color: #277CB4;}
+
+/* Same, but for pygments */
+.highlight .ch { color: #3E7A89; } /* #! line */
+.highlight .c1 { color: #3E7A89; } /* also comments */
+.highlight .nv { color: #AD3ECC; } /* variable */
+.highlight .gp { color: #B45608; } /* prompt character, $*/
+.highlight .si { color: #3975B1; } /* ${} variable text */
+.highlight .nc { color: #0C78A7; }
+
+/* Sphinx admonitions */
+/* warning */
+.wy-alert.wy-alert-warning .wy-alert-title, .rst-content .wy-alert-warning.note .wy-alert-title, .rst-content .attention .wy-alert-title, .rst-content .caution .wy-alert-title, .rst-content .wy-alert-warning.danger .wy-alert-title, .rst-content .wy-alert-warning.error .wy-alert-title, .rst-content .wy-alert-warning.hint .wy-alert-title, .rst-content .wy-alert-warning.important .wy-alert-title, .rst-content .wy-alert-warning.tip .wy-alert-title, .rst-content .warning .wy-alert-title, .rst-content .wy-alert-warning.seealso .wy-alert-title, .rst-content .admonition-todo .wy-alert-title, .rst-content .wy-alert-warning.admonition .wy-alert-title, .wy-alert.wy-alert-warning .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-warning .admonition-title, .rst-content .wy-alert-warning.note .admonition-title, .rst-content .attention .admonition-title, .rst-content .caution .admonition-title, .rst-content .wy-alert-warning.danger .admonition-title, .rst-content .wy-alert-warning.error .admonition-title, .rst-content .wy-alert-warning.hint .admonition-title, .rst-content .wy-alert-warning.important .admonition-title, .rst-content .wy-alert-warning.tip .admonition-title, .rst-content .warning .admonition-title, .rst-content .wy-alert-warning.seealso .admonition-title, .rst-content .admonition-todo .admonition-title, .rst-content .wy-alert-warning.admonition .admonition-title {
+    background: #B15E16; }
+/* important */
+.wy-alert.wy-alert-success .wy-alert-title, .rst-content .wy-alert-success.note .wy-alert-title, .rst-content .wy-alert-success.attention .wy-alert-title, .rst-content .wy-alert-success.caution .wy-alert-title, .rst-content .wy-alert-success.danger .wy-alert-title, .rst-content .wy-alert-success.error .wy-alert-title, .rst-content .hint .wy-alert-title, .rst-content .important .wy-alert-title, .rst-content .tip .wy-alert-title, .rst-content .wy-alert-success.warning .wy-alert-title, .rst-content .wy-alert-success.seealso .wy-alert-title, .rst-content .wy-alert-success.admonition-todo .wy-alert-title, .rst-content .wy-alert-success.admonition .wy-alert-title, .wy-alert.wy-alert-success .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-success .admonition-title, .rst-content .wy-alert-success.note .admonition-title, .rst-content .wy-alert-success.attention .admonition-title, .rst-content .wy-alert-success.caution .admonition-title, .rst-content .wy-alert-success.danger .admonition-title, .rst-content .wy-alert-success.error .admonition-title, .rst-content .hint .admonition-title, .rst-content .important .admonition-title, .rst-content .tip .admonition-title, .rst-content .wy-alert-success.warning .admonition-title, .rst-content .wy-alert-success.seealso .admonition-title, .rst-content .wy-alert-success.admonition-todo .admonition-title, .rst-content .wy-alert-success.admonition .admonition-title {
+    background: #12826C; }
+/* seealso, note, etc */
+.wy-alert.wy-alert-info .wy-alert-title, .rst-content .note .wy-alert-title, .rst-content .wy-alert-info.attention .wy-alert-title, .rst-content .wy-alert-info.caution .wy-alert-title, .rst-content .wy-alert-info.danger .wy-alert-title, .rst-content .wy-alert-info.error .wy-alert-title, .rst-content .wy-alert-info.hint .wy-alert-title, .rst-content .wy-alert-info.important .wy-alert-title, .rst-content .wy-alert-info.tip .wy-alert-title, .rst-content .wy-alert-info.warning .wy-alert-title, .rst-content .seealso .wy-alert-title, .rst-content .wy-alert-info.admonition-todo .wy-alert-title, .rst-content .wy-alert-info.admonition .wy-alert-title, .wy-alert.wy-alert-info .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-info .admonition-title, .rst-content .note .admonition-title, .rst-content .wy-alert-info.attention .admonition-title, .rst-content .wy-alert-info.caution .admonition-title, .rst-content .wy-alert-info.danger .admonition-title, .rst-content .wy-alert-info.error .admonition-title, .rst-content .wy-alert-info.hint .admonition-title, .rst-content .wy-alert-info.important .admonition-title, .rst-content .wy-alert-info.tip .admonition-title, .rst-content .wy-alert-info.warning .admonition-title, .rst-content .seealso .admonition-title, .rst-content .wy-alert-info.admonition-todo .admonition-title, .rst-content .wy-alert-info.admonition .admonition-title {
+    background: #277CB4; }
+/* error, danger */
+.rst-content .danger .admonition-title, .rst-content .danger .wy-alert-title, .rst-content .error .admonition-title, .rst-content .error .wy-alert-title, .rst-content .wy-alert-danger.admonition-todo .admonition-title, .rst-content .wy-alert-danger.admonition-todo .wy-alert-title, .rst-content .wy-alert-danger.admonition .admonition-title, .rst-content .wy-alert-danger.admonition .wy-alert-title, .rst-content .wy-alert-danger.attention .admonition-title, .rst-content .wy-alert-danger.attention .wy-alert-title, .rst-content .wy-alert-danger.caution .admonition-title, .rst-content .wy-alert-danger.caution .wy-alert-title, .rst-content .wy-alert-danger.hint .admonition-title, .rst-content .wy-alert-danger.hint .wy-alert-title, .rst-content .wy-alert-danger.important .admonition-title, .rst-content .wy-alert-danger.important .wy-alert-title, .rst-content .wy-alert-danger.note .admonition-title, .rst-content .wy-alert-danger.note .wy-alert-title, .rst-content .wy-alert-danger.seealso .admonition-title, .rst-content .wy-alert-danger.seealso .wy-alert-title, .rst-content .wy-alert-danger.tip .admonition-title, .rst-content .wy-alert-danger.tip .wy-alert-title, .rst-content .wy-alert-danger.warning .admonition-title, .rst-content .wy-alert-danger.warning .wy-alert-title, .rst-content .wy-alert.wy-alert-danger .admonition-title, .wy-alert.wy-alert-danger .rst-content .admonition-title, .wy-alert.wy-alert-danger .wy-alert-title {
+    background: #e31704;
+}
+
+/* Generic admonition titles */
+.wy-alert-title, .rst-content .admonition-title {
+    background: #277CB4; }
diff --git a/branch/main/_static/style.css b/branch/main/_static/style.css
new file mode 100644
index 0000000..59e60ee
--- /dev/null
+++ b/branch/main/_static/style.css
@@ -0,0 +1,6 @@
+.rst-content .objectives {
+    background: #fee0d2;
+}
+.rst-content .objectives > .admonition-title {
+    background: #fc9272;
+}
diff --git a/branch/main/_static/tabs.css b/branch/main/_static/tabs.css
new file mode 100644
index 0000000..957ba60
--- /dev/null
+++ b/branch/main/_static/tabs.css
@@ -0,0 +1,89 @@
+.sphinx-tabs {
+  margin-bottom: 1rem;
+}
+
+[role="tablist"] {
+  border-bottom: 1px solid #a0b3bf;
+}
+
+.sphinx-tabs-tab {
+  position: relative;
+  font-family: Lato,'Helvetica Neue',Arial,Helvetica,sans-serif;
+  color: #1D5C87;
+  line-height: 24px;
+  margin: 0;
+  font-size: 16px;
+  font-weight: 400;
+  background-color: rgba(255, 255, 255, 0);
+  border-radius: 5px 5px 0 0;
+  border: 0;
+  padding: 1rem 1.5rem;
+  margin-bottom: 0;
+}
+
+.sphinx-tabs-tab[aria-selected="true"] {
+  font-weight: 700;
+  border: 1px solid #a0b3bf;
+  border-bottom: 1px solid white;
+  margin: -1px;
+  background-color: white;
+}
+
+.sphinx-tabs-tab:focus {
+  z-index: 1;
+  outline-offset: 1px;
+}
+
+.sphinx-tabs-panel {
+  position: relative;
+  padding: 1rem;
+  border: 1px solid #a0b3bf;
+  margin: 0px -1px -1px -1px;
+  border-radius: 0 0 5px 5px;
+  border-top: 0;
+  background: white;
+}
+
+.sphinx-tabs-panel.code-tab {
+  padding: 0.4rem;
+}
+
+.sphinx-tab img {
+	margin-bottom: 24 px;
+}
+
+/* Dark theme preference styling */
+
+@media (prefers-color-scheme: dark) {
+  body[data-theme="auto"] .sphinx-tabs-panel {
+    color: white;
+    background-color: rgb(50, 50, 50);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab {
+    color: white;
+    background-color: rgba(255, 255, 255, 0.05);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab[aria-selected="true"] {
+    border-bottom: 1px solid rgb(50, 50, 50);
+    background-color: rgb(50, 50, 50);
+  }
+}
+
+/* Explicit dark theme styling */
+
+body[data-theme="dark"] .sphinx-tabs-panel {
+  color: white;
+  background-color: rgb(50, 50, 50);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab {
+  color: white;
+  background-color: rgba(255, 255, 255, 0.05);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab[aria-selected="true"] {
+  border-bottom: 2px solid rgb(50, 50, 50);
+  background-color: rgb(50, 50, 50);
+}
diff --git a/branch/main/_static/tabs.js b/branch/main/_static/tabs.js
new file mode 100644
index 0000000..48dc303
--- /dev/null
+++ b/branch/main/_static/tabs.js
@@ -0,0 +1,145 @@
+try {
+  var session = window.sessionStorage || {};
+} catch (e) {
+  var session = {};
+}
+
+window.addEventListener("DOMContentLoaded", () => {
+  const allTabs = document.querySelectorAll('.sphinx-tabs-tab');
+  const tabLists = document.querySelectorAll('[role="tablist"]');
+
+  allTabs.forEach(tab => {
+    tab.addEventListener("click", changeTabs);
+  });
+
+  tabLists.forEach(tabList => {
+    tabList.addEventListener("keydown", keyTabs);
+  });
+
+  // Restore group tab selection from session
+  const lastSelected = session.getItem('sphinx-tabs-last-selected');
+  if (lastSelected != null) selectNamedTabs(lastSelected);
+});
+
+/**
+ * Key focus left and right between sibling elements using arrows
+ * @param  {Node} e the element in focus when key was pressed
+ */
+function keyTabs(e) {
+    const tab = e.target;
+    let nextTab = null;
+    if (e.keyCode === 39 || e.keyCode === 37) {
+      tab.setAttribute("tabindex", -1);
+      // Move right
+      if (e.keyCode === 39) {
+        nextTab = tab.nextElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.firstElementChild;
+        }
+      // Move left
+      } else if (e.keyCode === 37) {
+        nextTab = tab.previousElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.lastElementChild;
+        }
+      }
+    }
+
+    if (nextTab !== null) {
+      nextTab.setAttribute("tabindex", 0);
+      nextTab.focus();
+    }
+}
+
+/**
+ * Select or deselect clicked tab. If a group tab
+ * is selected, also select tab in other tabLists.
+ * @param  {Node} e the element that was clicked
+ */
+function changeTabs(e) {
+  // Use this instead of the element that was clicked, in case it's a child
+  const notSelected = this.getAttribute("aria-selected") === "false";
+  const positionBefore = this.parentNode.getBoundingClientRect().top;
+  const notClosable = !this.parentNode.classList.contains("closeable");
+
+  deselectTabList(this);
+
+  if (notSelected || notClosable) {
+    selectTab(this);
+    const name = this.getAttribute("name");
+    selectNamedTabs(name, this.id);
+
+    if (this.classList.contains("group-tab")) {
+      // Persist during session
+      session.setItem('sphinx-tabs-last-selected', name);
+    }
+  }
+
+  const positionAfter = this.parentNode.getBoundingClientRect().top;
+  const positionDelta = positionAfter - positionBefore;
+  // Scroll to offset content resizing
+  window.scrollTo(0, window.scrollY + positionDelta);
+}
+
+/**
+ * Select tab and show associated panel.
+ * @param  {Node} tab tab to select
+ */
+function selectTab(tab) {
+  tab.setAttribute("aria-selected", true);
+
+  // Show the associated panel
+  document
+    .getElementById(tab.getAttribute("aria-controls"))
+    .removeAttribute("hidden");
+}
+
+/**
+ * Hide the panels associated with all tabs within the
+ * tablist containing this tab.
+ * @param  {Node} tab a tab within the tablist to deselect
+ */
+function deselectTabList(tab) {
+  const parent = tab.parentNode;
+  const grandparent = parent.parentNode;
+
+  Array.from(parent.children)
+  .forEach(t => t.setAttribute("aria-selected", false));
+
+  Array.from(grandparent.children)
+    .slice(1)  // Skip tablist
+    .forEach(panel => panel.setAttribute("hidden", true));
+}
+
+/**
+ * Select grouped tabs with the same name, but no the tab
+ * with the given id.
+ * @param  {Node} name name of grouped tab to be selected
+ * @param  {Node} clickedId id of clicked tab
+ */
+function selectNamedTabs(name, clickedId=null) {
+  const groupedTabs = document.querySelectorAll(`.sphinx-tabs-tab[name="${name}"]`);
+  const tabLists = Array.from(groupedTabs).map(tab => tab.parentNode);
+
+  tabLists
+    .forEach(tabList => {
+      // Don't want to change the tabList containing the clicked tab
+      const clickedTab = tabList.querySelector(`[id="${clickedId}"]`);
+      if (clickedTab === null ) {
+        // Select first tab with matching name
+        const tab = tabList.querySelector(`.sphinx-tabs-tab[name="${name}"]`);
+        deselectTabList(tab);
+        selectTab(tab);
+      }
+    })
+}
+
+if (typeof exports === 'undefined') {
+  exports = {};
+}
+
+exports.keyTabs = keyTabs;
+exports.changeTabs = changeTabs;
+exports.selectTab = selectTab;
+exports.deselectTabList = deselectTabList;
+exports.selectNamedTabs = selectNamedTabs;
diff --git a/branch/main/_static/term_role_formatting.css b/branch/main/_static/term_role_formatting.css
new file mode 100644
index 0000000..0b66095
--- /dev/null
+++ b/branch/main/_static/term_role_formatting.css
@@ -0,0 +1,4 @@
+/* Make terms bold */
+a.reference span.std-term {
+   font-weight: bold;
+}
diff --git a/branch/main/_static/togglebutton.css b/branch/main/_static/togglebutton.css
new file mode 100644
index 0000000..54a6787
--- /dev/null
+++ b/branch/main/_static/togglebutton.css
@@ -0,0 +1,160 @@
+/**
+ * Admonition-based toggles
+ */
+
+/* Visibility of the target */
+.admonition.toggle .admonition-title ~ * {
+    transition: opacity .3s, height .3s;
+}
+
+/* Toggle buttons inside admonitions so we see the title */
+.admonition.toggle {
+    position: relative;
+}
+
+/* Titles should cut off earlier to avoid overlapping w/ button */
+.admonition.toggle .admonition-title {
+    padding-right: 25%;
+    cursor: pointer;
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:hover {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 1%);
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:active {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 3%);
+}
+
+/* Remove extra whitespace below the admonition title when hidden */
+.admonition.toggle-hidden {
+    padding-bottom: 0;
+}
+
+.admonition.toggle-hidden .admonition-title {
+    margin-bottom: 0;
+}
+
+/* hides all the content of a page until de-toggled */
+.admonition.toggle-hidden .admonition-title ~ * {
+    height: 0;
+    margin: 0;
+    opacity: 0;
+    visibility: hidden;
+}
+
+/* General button style and position*/
+button.toggle-button {
+    /**
+     * Background and shape. By default there's no background
+     * but users can style as they wish
+     */  
+    background: none;
+    border: none;
+    outline: none;
+
+    /* Positioning just inside the admonition title */
+    position: absolute;
+    right: 0.5em;
+    padding: 0px;
+    border: none;
+    outline: none;
+}
+
+/* Display the toggle hint on wide screens */
+@media (min-width: 768px) {
+    button.toggle-button.toggle-button-hidden:before {
+        content: attr(data-toggle-hint);  /* This will be filled in by JS */
+        font-size: .8em;
+        align-self: center;
+    }
+}
+
+/* Icon behavior */
+.tb-icon {
+    transition: transform .2s ease-out;
+    height: 1.5em;
+    width: 1.5em;
+    stroke: currentColor;  /* So that we inherit the color of other text */
+}
+
+/* The icon should point right when closed, down when open. */
+/* Open */
+.admonition.toggle button .tb-icon {
+    transform: rotate(90deg);
+}
+
+/* Closed */
+.admonition.toggle button.toggle-button-hidden .tb-icon {
+    transform: rotate(0deg);
+}
+
+/* With details toggles, we don't rotate the icon so it points right */
+details.toggle-details .tb-icon {
+    height: 1.4em;
+    width: 1.4em;
+    margin-top: 0.1em;  /* To center the button vertically */
+}
+
+
+/**
+ * Details-based toggles.
+ * In this case, we wrap elements with `.toggle` in a details block.
+ */
+
+/* Details blocks */
+details.toggle-details {
+    margin: 1em 0;
+}
+
+
+details.toggle-details summary {
+    display: flex;
+    align-items: center;
+    cursor: pointer;
+    list-style: none;
+    border-radius: .2em;
+    border-left: 3px solid #1976d2;
+    background-color: rgb(204 204 204 / 10%);
+    padding: 0.2em 0.7em 0.3em 0.5em; /* Less padding on left because the SVG has left margin */
+    font-size: 0.9em;
+}
+
+details.toggle-details summary:hover {
+    background-color: rgb(204 204 204 / 20%);
+}
+
+details.toggle-details summary:active {
+    background: rgb(204 204 204 / 28%);
+}
+
+.toggle-details__summary-text {
+    margin-left: 0.2em;
+}
+
+details.toggle-details[open] summary {
+    margin-bottom: .5em;
+}
+
+details.toggle-details[open] summary .tb-icon {
+    transform: rotate(90deg);
+}
+
+details.toggle-details[open] summary ~ * {
+    animation: toggle-fade-in .3s ease-out;
+}
+
+@keyframes toggle-fade-in {
+  from {opacity: 0%;}
+  to {opacity: 100%;}
+}
+
+/* Print rules - we hide all toggle button elements at print */
+@media print {
+    /* Always hide the summary so the button doesn't show up */
+    details.toggle-details summary {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/branch/main/_static/togglebutton.js b/branch/main/_static/togglebutton.js
new file mode 100644
index 0000000..215a7ee
--- /dev/null
+++ b/branch/main/_static/togglebutton.js
@@ -0,0 +1,187 @@
+/**
+ * Add Toggle Buttons to elements
+ */
+
+let toggleChevron = `
+<svg xmlns="http://www.w3.org/2000/svg" class="tb-icon toggle-chevron-right" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+<polyline points="9 6 15 12 9 18" />
+</svg>`;
+
+var initToggleItems = () => {
+  var itemsToToggle = document.querySelectorAll(togglebuttonSelector);
+  console.log(`[togglebutton]: Adding toggle buttons to ${itemsToToggle.length} items`)
+  // Add the button to each admonition and hook up a callback to toggle visibility
+  itemsToToggle.forEach((item, index) => {
+    if (item.classList.contains("admonition")) {
+      // If it's an admonition block, then we'll add a button inside
+      // Generate unique IDs for this item
+      var toggleID = `toggle-${index}`;
+      var buttonID = `button-${toggleID}`;
+
+      item.setAttribute('id', toggleID);
+      if (!item.classList.contains("toggle")){
+        item.classList.add("toggle");
+      }
+      // This is the button that will be added to each item to trigger the toggle
+      var collapseButton = `
+        <button type="button" id="${buttonID}" class="toggle-button" data-target="${toggleID}" data-button="${buttonID}" data-toggle-hint="${toggleHintShow}" aria-label="Toggle hidden content">
+            ${toggleChevron}
+        </button>`;
+
+      title = item.querySelector(".admonition-title")
+      title.insertAdjacentHTML("beforeend", collapseButton);
+      thisButton = document.getElementById(buttonID);
+
+      // Add click handlers for the button + admonition title (if admonition)
+      admonitionTitle = document.querySelector(`#${toggleID} > .admonition-title`)
+      if (admonitionTitle) {
+        // If an admonition, then make the whole title block clickable
+        admonitionTitle.addEventListener('click', toggleClickHandler);
+        admonitionTitle.dataset.target = toggleID
+        admonitionTitle.dataset.button = buttonID
+      } else {
+        // If not an admonition then we'll listen for the button click
+        thisButton.addEventListener('click', toggleClickHandler);
+      }
+
+      // Now hide the item for this toggle button unless explicitly noted to show
+      if (!item.classList.contains("toggle-shown")) {
+        toggleHidden(thisButton);
+      }
+    } else {
+      // If not an admonition, wrap the block in a <details> block
+      // Define the structure of the details block and insert it as a sibling
+      var detailsBlock = `
+        <details class="toggle-details">
+            <summary class="toggle-details__summary">
+              ${toggleChevron}
+              <span class="toggle-details__summary-text">${toggleHintShow}</span>
+            </summary>
+        </details>`;
+      item.insertAdjacentHTML("beforebegin", detailsBlock);
+
+      // Now move the toggle-able content inside of the details block
+      details = item.previousElementSibling
+      details.appendChild(item)
+      item.classList.add("toggle-details__container")
+
+      // Set up a click trigger to change the text as needed
+      details.addEventListener('click', (click) => {
+        let parent = click.target.parentElement;
+        if (parent.tagName.toLowerCase() == "details") {
+          summary = parent.querySelector("summary");
+          details = parent;
+        } else {
+          summary = parent;
+          details = parent.parentElement;
+        }
+        // Update the inner text for the proper hint
+        if (details.open) {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintShow;
+        } else {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintHide;
+        }
+        
+      });
+
+      // If we have a toggle-shown class, open details block should be open
+      if (item.classList.contains("toggle-shown")) {
+        details.click();
+      }
+    }
+  })
+};
+
+// This should simply add / remove the collapsed class and change the button text
+var toggleHidden = (button) => {
+  target = button.dataset['target']
+  var itemToToggle = document.getElementById(target);
+  if (itemToToggle.classList.contains("toggle-hidden")) {
+    itemToToggle.classList.remove("toggle-hidden");
+    button.classList.remove("toggle-button-hidden");
+  } else {
+    itemToToggle.classList.add("toggle-hidden");
+    button.classList.add("toggle-button-hidden");
+  }
+}
+
+var toggleClickHandler = (click) => {
+  // Be cause the admonition title is clickable and extends to the whole admonition
+  // We only look for a click event on this title to trigger the toggle.
+
+  if (click.target.classList.contains("admonition-title")) {
+    button = click.target.querySelector(".toggle-button");
+  } else if (click.target.classList.contains("tb-icon")) {
+    // We've clicked the icon and need to search up one parent for the button
+    button = click.target.parentElement;
+  } else if (click.target.tagName == "polyline") {
+    // We've clicked the SVG elements inside the button, need to up 2 layers
+    button = click.target.parentElement.parentElement;
+  } else if (click.target.classList.contains("toggle-button")) {
+    // We've clicked the button itself and so don't need to do anything
+    button = click.target;
+  } else {
+    console.log(`[togglebutton]: Couldn't find button for ${click.target}`)
+  }
+  target = document.getElementById(button.dataset['button']);
+  toggleHidden(target);
+}
+
+// If we want to blanket-add toggle classes to certain cells
+var addToggleToSelector = () => {
+  const selector = "";
+  if (selector.length > 0) {
+    document.querySelectorAll(selector).forEach((item) => {
+      item.classList.add("toggle");
+    })
+  }
+}
+
+// Helper function to run when the DOM is finished
+const sphinxToggleRunWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
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+sphinxToggleRunWhenDOMLoaded(initToggleItems)
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+<html class="writer-html5" lang="en" data-content_root="../../">
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+<li class="toctree-l1"><a class="reference internal" href="../../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Practicing code review</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#exercise">Exercise</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#help-and-discussion">Help and discussion</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-ask-for-changes-in-a-pull-request">How to ask for changes in a pull request</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-suggest-a-change-in-a-pull-request-as-a-reviewer">How to suggest a change in a pull request as a reviewer</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-modify-a-pull-request-to-address-the-review-comments">How to modify a pull request to address the review comments</a></li>
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+</ul>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="practicing-code-review">
+<span id="code-review"></span><h1>Practicing code review<a class="headerlink" href="#practicing-code-review" title="Link to this heading"></a></h1>
+<p>In this episode we will practice the code review process. We will learn how to
+ask for changes in a pull request, how to suggest a change in a pull request,
+and how to modify a pull request.</p>
+<p>This will enable research groups to work more collaboratively and to not only
+improve the code quality but also to learn from each other.</p>
+<section id="exercise">
+<h2>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h2>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<p>We can continue in the same exercise repository which we have used in the
+previous episode.</p>
+</div>
+<div class="admonition-exercise-practicing-code-review-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Practicing code review (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>As a reviewer, we will learn how to ask for changes in a pull request.</p></li>
+<li><p>As a reviewer, we will learn how to suggest a change in a pull request.</p></li>
+<li><p>As a submitter, we will learn how to modify a pull request without closing
+the incomplete one and opening a new one.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Create a new branch and one or few commits: in these improve something but also
+deliberately introduce a typo and also a larger mistake which we will want to fix during the code review.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>As a reviewer to somebody else’s pull request, ask for an improvement and
+also directly suggest a change for the small typo. (Hint:
+suggestions are possible through the GitHub web interface, view of
+a pull request, “Files changed” view, after selecting some lines.
+Look for the “±” button.)</p></li>
+<li><p>As the submitter, learn how to accept the suggested change.  (Hint:
+GitHub web interface, “Files Changed” view.)</p></li>
+<li><p>As the submitter, improve the pull request without having to close and open
+a new one: by adding a new commit to the same branch. (Hint: push
+to the branch again.)</p></li>
+<li><p>Once the changes are addressed, merge the pull request.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h2>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h2>
+<p>From here on out, we don’t give detailed steps to the solution.  You
+need to combine what you know, and the extra info below, in order to
+solve the above.</p>
+<section id="how-to-ask-for-changes-in-a-pull-request">
+<h3>How to ask for changes in a pull request<a class="headerlink" href="#how-to-ask-for-changes-in-a-pull-request" title="Link to this heading"></a></h3>
+<p>Technically, there are at least two common ways to ask for changes in a pull
+request.</p>
+<p>Either in the comment field of the pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/comment.png"><img alt="Screenshot of a pull request comment field" class="with-border" src="../../_images/comment.png" style="width: 60%;" /></a>
+</figure>
+<p>Or by using the “Review changes”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/files-changed.png"><img alt="Screenshot of a pull request navigating to the &quot;Review changes&quot; tab" class="with-border" src="../../_images/files-changed.png" style="width: 100%;" /></a>
+</figure>
+<p>And always please be kind and constructive in your comments. Remember that the
+goal is not gate-keeping but <strong>collaborative learning</strong>.</p>
+</section>
+<section id="how-to-suggest-a-change-in-a-pull-request-as-a-reviewer">
+<h3>How to suggest a change in a pull request as a reviewer<a class="headerlink" href="#how-to-suggest-a-change-in-a-pull-request-as-a-reviewer" title="Link to this heading"></a></h3>
+<p>If you see a very small problem that is easy to fix, you can suggest a change
+as a reviewer.</p>
+<p>Instead of asking the submitter to tiny problem, you can suggest a change by
+clicking on the plus sign next to the line number in the “Files changed” tab:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/leave-comment.png"><img alt="Screenshot of leaving a comment to a line in a pull request" class="with-border" src="../../_images/leave-comment.png" style="width: 100%;" /></a>
+</figure>
+<p>Here you can comment on specific lines or even line ranges.</p>
+<p>But now the interesting part is to click on the “Add a suggestion” symbol (the
+one that looks like plus and minus). Now you can fix the tiny problem (in this
+case a typo) and then click on the “Add single comment” button:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/add-suggestion.png"><img alt="Sequence of clicks to add a suggestion to a line in a pull request" class="with-border" src="../../_images/add-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>The result is this and the submitter can accept the change with a single click:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/commit-suggestion.png"><img alt="Screenshot of a pull request with a suggested change" class="with-border" src="../../_images/commit-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>After accepting with “Commit suggestion”, the improvement gets added to the
+pull request.</p>
+</section>
+<section id="how-to-modify-a-pull-request-to-address-the-review-comments">
+<h3>How to modify a pull request to address the review comments<a class="headerlink" href="#how-to-modify-a-pull-request-to-address-the-review-comments" title="Link to this heading"></a></h3>
+<p>If the reviewer asks for changes, it is not necessary to close the pull request
+and later open a new one. It can even be counter-productive to do so: This can
+fragment the discussion and the history of the pull request and can make it
+harder to understand the context of the changes.</p>
+<p>A much better mechanism to recognize that pull requests are not implemented
+from a specific commit to a specific branch, but <strong>always from a branch to a
+branch</strong>.</p>
+<p>This means that you can make amendments to the pull request by adding new
+commits to the same source branch. This way the pull request will be updated
+automatically and the reviewer can see the new changes and comment on them.</p>
+<p>The fact that pull requests are from branch to branch also strongly suggests
+that it is a good practice to create a new branch for each pull request.
+Otherwise you could accidentally modify an open pull request by adding new
+commits to the source branch.</p>
+</section>
+</section>
+<section id="summary">
+<h2>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Our process isn’t just about code now.  It’s about discussion and
+working together to make the whole process better.</p></li>
+<li><p>GitHub discussions and reviewing are quite powerful and can make
+small changes easy.</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Concepts around collaboration</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#commits-branches-repositories-forks-clones">Commits, branches, repositories, forks, clones</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#cloning-a-repository">Cloning a repository</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#forking-a-repository">Forking a repository</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#synchronizing-changes-between-repositories">Synchronizing changes between repositories</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../code-review/">Practicing code review</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="concepts-around-collaboration">
+<span id="concepts"></span><h1>Concepts around collaboration<a class="headerlink" href="#concepts-around-collaboration" title="Link to this heading"></a></h1>
+<div class="admonition-objectives objectives admonition" id="objectives-0">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Be able to decide whether to divide work at the branch level or at the repository level.</p></li>
+</ul>
+</div>
+<section id="commits-branches-repositories-forks-clones">
+<h2>Commits, branches, repositories, forks, clones<a class="headerlink" href="#commits-branches-repositories-forks-clones" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p><strong>repository</strong>: The project, contains all data and history (commits, branches, tags).</p></li>
+<li><p><strong>commit</strong>: Snapshot of the project, gets a unique identifier (e.g. <code class="docutils literal notranslate"><span class="pre">c7f0e8bfc718be04525847fc7ac237f470add76e</span></code>).</p></li>
+<li><p><strong>branch</strong>: Independent development line. The main development line is often called <code class="docutils literal notranslate"><span class="pre">main</span></code>.</p></li>
+<li><p><strong>tag</strong>: A pointer to one commit, to be able to refer to it later. Like a <a class="reference external" href="https://en.wikipedia.org/wiki/Commemorative_plaque">commemorative plaque</a>
+that you attach to a particular commit (e.g. <code class="docutils literal notranslate"><span class="pre">phd-printed</span></code> or <code class="docutils literal notranslate"><span class="pre">paper-submitted</span></code>).</p></li>
+<li><p><strong>cloning</strong>: Copying the whole repository to your laptop - the first time. It is not necessary to download each file one by one.</p></li>
+<li><p><strong>forking</strong>: Taking a copy of a repository (which is typically not yours) - your
+copy (fork) stays on GitHub/GitLab and you can make changes to your copy.</p></li>
+</ul>
+</section>
+<section id="cloning-a-repository">
+<h2>Cloning a repository<a class="headerlink" href="#cloning-a-repository" title="Link to this heading"></a></h2>
+<p>In order to make a complete copy a whole repository, the <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span></code> command
+can be used. When cloning, all the files, of all or selected branches, of a
+repository are copied in one operation. Cloning of a repository is of relevance
+in a few different situations:</p>
+<ul class="simple">
+<li><p>Working on your own, cloning is the operation that you can use to create
+multiple instances of a repository on, for instance, a personal computer, a
+server, and a supercomputer.</p></li>
+<li><p>The parent repository could be a repository that you or your colleague own. A
+common use case for cloning is when working together within a smaller team
+where everyone has read and write access to the same git repository.</p></li>
+<li><p>Alternatively, cloning can be made from a public repository of a code that
+you would like to use. Perhaps you have no intention to work on the code, but
+would like to stay in tune with the latest developments, also in-between
+releases of new versions of the code.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<a class="with-border reference internal image-reference" href="../../_images/forkandclone.png"><img alt="Forking and cloning" class="with-border" src="../../_images/forkandclone.png" style="width: 100%;" /></a>
+<figcaption>
+<p><span class="caption-text">Forking and cloning</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</section>
+<section id="forking-a-repository">
+<h2>Forking a repository<a class="headerlink" href="#forking-a-repository" title="Link to this heading"></a></h2>
+<p>When a fork is made on GitHub/GitLab a complete copy, of all or selected
+branches, of the repository is made. The copy will reside under a different
+account on GitHub/GitLab. Forking of a repository is of high relevance when
+working with a git repository to which you do not have write access.</p>
+<ul class="simple">
+<li><p>In the fork repository commits can be made to the base branch (<code class="docutils literal notranslate"><span class="pre">main</span></code> or
+<code class="docutils literal notranslate"><span class="pre">master</span></code>), and to other branches.</p></li>
+<li><p>The commits that are made within the branches of the fork repository can be
+contributed back to the parent repository by means of pull or merge requests.</p></li>
+</ul>
+</section>
+<section id="synchronizing-changes-between-repositories">
+<h2>Synchronizing changes between repositories<a class="headerlink" href="#synchronizing-changes-between-repositories" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>We need a mechanism to communicate changes between the repositories.</p></li>
+<li><p>We will <strong>pull</strong> or <strong>fetch</strong> updates <strong>from</strong> remote repositories (we will soon discuss the difference between pull and fetch).</p></li>
+<li><p>We will <strong>push</strong> updates <strong>to</strong> remote repositories.</p></li>
+<li><p>We will learn how to suggest changes within repositories on GitHub and across repositories (<strong>pull request</strong>).</p></li>
+<li><p>Repositories that are forked or cloned do not automatically synchronize themselves:
+We will learn how to update forks (by pulling from the “central” repository).</p></li>
+<li><p>A main difference between cloning a repository and forking a repository is that the former is a general operation for generating copies of a repository to different computers, whereas forking is a particular operation implemented on GitHub/GitLab.</p></li>
+</ul>
+</section>
+</section>
+
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+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
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+<li class="toctree-l2 current"><a class="current reference internal" href="#">Conclict resolution, rebasing, and organizational strategies</a></li>
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+             
+  <section id="conclict-resolution-rebasing-and-organizational-strategies">
+<span id="collaboration-demo-discussion"></span><h1>Conclict resolution, rebasing, and organizational strategies<a class="headerlink" href="#conclict-resolution-rebasing-and-organizational-strategies" title="Link to this heading"></a></h1>
+<p>(40 min demo and discussion)</p>
+</section>
+
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+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../code-review/">Practicing code review</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">How to contribute changes to repositories that belong to others</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#exercise">Exercise</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#help-and-discussion">Help and discussion</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#help-i-don-t-have-permissions-to-push-my-local-changes">Help! I don’t have permissions to push my local changes</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#opening-a-pull-request-towards-the-upstream-repository">Opening a pull request towards the upstream repository</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#pull-requests-can-be-coupled-with-automated-testing">Pull requests can be coupled with automated testing</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-update-your-fork-with-changes-from-upstream">How to update your fork with changes from upstream</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests">How to approach other people’s repositories with ideas, changes, and requests</a></li>
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+             
+  <section id="how-to-contribute-changes-to-repositories-that-belong-to-others">
+<span id="forking-workflow"></span><h1>How to contribute changes to repositories that belong to others<a class="headerlink" href="#how-to-contribute-changes-to-repositories-that-belong-to-others" title="Link to this heading"></a></h1>
+<p>In this episode we prepare you to suggest and contribute changes to
+repositories that belong to others. These might be open source projects that
+you use in your work.</p>
+<p>We will see how Git and services like GitHub or GitLab can be used to suggest
+modification without having to ask for write access to the repository and
+accept modifications without having to grant write access to others.</p>
+<section id="exercise">
+<h2>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h2>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul class="simple">
+<li><p>The exercise repository is now different:
+<a class="reference external" href="https://github.com/workshop-material/recipe-book-forking-exercise">https://github.com/workshop-material/recipe-book-forking-exercise</a> (note the <code class="docutils literal notranslate"><span class="pre">-forking-exercise</span></code>).</p></li>
+<li><p>First <strong>fork</strong> the exercise repository to your GitHub account.</p></li>
+<li><p>Then <strong>clone your fork</strong> to your computer (if you wish to work locally).</p></li>
+<li><p>Double-check that you have forked the correct repository.</p></li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Forking a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>Opening a pull request towards the upstream repository.</p></li>
+<li><p>Pull requests can be coupled with automated testing.</p></li>
+<li><p>Learning that your fork can get out of date.</p></li>
+<li><p>After the pull requests are merged, updating your fork with the changes.</p></li>
+<li><p>Learn how to approach other people’s repositories with ideas, changes, and requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Open an issue in the upstream exercise repository where you describe the
+change you want to make. Take note of the issue number.</p></li>
+<li><p>Create a new branch in your fork of the repository.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit cross-reference the issue you opened.
+See the walk-through below for how to do this.</p></li>
+<li><p>Open a pull request towards the upstream repository.</p></li>
+<li><p>The instructor will review and merge the pull requests.
+During the review, pay attention to the automated test step (here for
+demonstration purposes, we test whether the recipe contains an ingredients
+and an instructions sections).</p></li>
+<li><p>After few pull requests are merged, update your fork with the changes.</p></li>
+<li><p>Check that in your fork you can see changes from other people’s pull requests.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h2>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h2>
+<section id="help-i-don-t-have-permissions-to-push-my-local-changes">
+<h3>Help! I don’t have permissions to push my local changes<a class="headerlink" href="#help-i-don-t-have-permissions-to-push-my-local-changes" title="Link to this heading"></a></h3>
+<p>Maybe you see an error like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Please make sure you have the correct access rights
+and the repository exists.
+</pre></div>
+</div>
+<p>Or like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>failed to push some refs to workshop-material/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+<p>In this case you probably try to push the changes not to your fork but to the original repository
+and in this exercise you do not have write access to the original repository.</p>
+<p>The simpler solution is to clone again but this time your fork.</p>
+<div class="admonition-recovery solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Recovery</p>
+<p>But if you want to keep your local changes, you can change the remote URL to point to your fork.
+Check where your remote points to with <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">remote</span> <span class="pre">--verbose</span></code>.</p>
+<p>It should look like this (replace <code class="docutils literal notranslate"><span class="pre">USER</span></code> with your GitHub username):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>It should <strong>not</strong> look like this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>In this case you can adjust “origin” to point to your fork with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>git@github.com:USER/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+</div>
+</section>
+<section id="opening-a-pull-request-towards-the-upstream-repository">
+<h3>Opening a pull request towards the upstream repository<a class="headerlink" href="#opening-a-pull-request-towards-the-upstream-repository" title="Link to this heading"></a></h3>
+<p>We have learned in the previous episode that pull requests are always from
+branch to branch. But the branch can be in a different repository.</p>
+<p>When you open a pull request in a fork, by default GitHub will suggest to
+direct it towards the default branch of the upstream repository.</p>
+<p>This can be changed and it should always be verified, but in this case this is
+exactly what we want to do, from fork towards upstream:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/pull-request-form.png"><img alt="Screenshot of a pull request from fork towards upstream" class="with-border" src="../../_images/pull-request-form.png" style="width: 100%;" /></a>
+</figure>
+</section>
+<section id="pull-requests-can-be-coupled-with-automated-testing">
+<h3>Pull requests can be coupled with automated testing<a class="headerlink" href="#pull-requests-can-be-coupled-with-automated-testing" title="Link to this heading"></a></h3>
+<p>We added an automated test here just for fun and so that you see that this is
+possible to do.</p>
+<p>In this exercise, the test is silly. It will check whether the recipe contains
+both an ingredients and an instructions section.</p>
+<p>In this example the test failed:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/all-checks-failed.png"><img alt="Screenshot of a failed test in a pull request" class="with-border" src="../../_images/all-checks-failed.png" style="width: 60%;" /></a>
+</figure>
+<p>Click on the “Details” link to see the details of the failed test:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/check-details.png"><img alt="Screenshot of details why the test failed" class="with-border" src="../../_images/check-details.png" style="width: 60%;" /></a>
+</figure>
+<p><strong>How can this be useful?</strong></p>
+<ul class="simple">
+<li><p>The project can define what kind of tests are expected to pass before a pull
+request can be merged.</p></li>
+<li><p>The reviewer can see the results of the tests, without having to run them
+locally.</p></li>
+</ul>
+<p><strong>How does it work?</strong></p>
+<ul class="simple">
+<li><p>We added a GitHub Actions workflow
+to automatically run on each push or pull request towards the <code class="docutils literal notranslate"><span class="pre">main</span></code> branch.</p></li>
+</ul>
+<p>What tests or steps can you image for your project to run automatically with
+each pull request?</p>
+</section>
+<section id="how-to-update-your-fork-with-changes-from-upstream">
+<h3>How to update your fork with changes from upstream<a class="headerlink" href="#how-to-update-your-fork-with-changes-from-upstream" title="Link to this heading"></a></h3>
+<p>This used to be difficult but now it is two mouse clicks.</p>
+<p>Navigate to your fork and notice how GitHub tells you that your fork is behind.
+In my case, it is 9 commits behind upstream. To fix this, click on “Sync fork”
+and then “Update branch”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/sync-fork.png"><img alt="Screenshot on GitHub fork page showing that the fork is behind" class="with-border" src="../../_images/sync-fork.png" style="width: 80%;" /></a>
+</figure>
+<p>After the update my “branch is up to date” with the upstream repository:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/fork-after-update.png"><img alt="Screenshot on GitHub after fork has been updated" class="with-border" src="../../_images/fork-after-update.png" style="width: 80%;" /></a>
+</figure>
+</section>
+<section id="how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests">
+<h3>How to approach other people’s repositories with ideas, changes, and requests<a class="headerlink" href="#how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests" title="Link to this heading"></a></h3>
+<p><strong>Contributing very minor changes</strong></p>
+<ul class="simple">
+<li><p>Clone or fork+clone repository</p></li>
+<li><p>Create a branch</p></li>
+<li><p>Commit and push change</p></li>
+<li><p>Open a pull request or merge request</p></li>
+</ul>
+<p><strong>If you observe an issue and have an idea how to fix it</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>Describe the problem</p></li>
+<li><p>If you have a suggestion on how to fix it, describe your suggestion</p></li>
+<li><p>Possibly <strong>discuss and get feedback</strong></p></li>
+<li><p>If you are working on the fix, indicate it in the issue so that others know that somebody is working on it and who is working on it</p></li>
+<li><p>Submit your fix as pull request or merge request which references/closes the issue</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Inform others about an observed problem</strong></p></li>
+<li><p>Make it clear whether this issue is up for grabs or already being worked on</p></li>
+</ul>
+</div>
+<p><strong>If you have an idea for a new feature</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>In the issue, write a short proposal for your suggested change or new feature</p></li>
+<li><p>Motivate why and how you wish to do this</p></li>
+<li><p>Also indicate where you are unsure and where you would like feedback</p></li>
+<li><p><strong>Discuss and get feedback before you code</strong></p></li>
+<li><p>Once you start coding, indicate that you are working on it</p></li>
+<li><p>Once you are done, submit your new feature as pull request or merge request which references/closes the issue/proposal</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Get agreement and feedback before writing 5000 lines of code</strong> which might be rejected</p></li>
+<li><p>If we later wonder why something was done, we have the issue/proposal as
+reference and can read up on the reasoning behind a code change</p></li>
+</ul>
+</div>
+</section>
+</section>
+<section id="summary">
+<h2>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>This forking workflow lets you propose changes to repositories for
+which <strong>you have no write access</strong>.</p></li>
+<li><p>This is the way that much modern open-source software works.</p></li>
+<li><p>You can now contribute to any project you can view.</p></li>
+</ul>
+</section>
+</section>
+
+
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+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Collaborative version control and code review</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l2"><a class="reference internal" href="code-review/">Practicing code review</a></li>
+<li class="toctree-l2"><a class="reference internal" href="forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l2"><a class="reference internal" href="demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
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+             
+  <section id="collaborative-version-control-and-code-review">
+<span id="collaboration"></span><h1>Collaborative version control and code review<a class="headerlink" href="#collaborative-version-control-and-code-review" title="Link to this heading"></a></h1>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l1"><a class="reference internal" href="code-review/">Practicing code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l1"><a class="reference internal" href="demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</div>
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+<li class="toctree-l1"><a class="reference internal" href="../../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Collaborating within the same repository</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#exercise">Exercise</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#solution-and-hints">Solution and hints</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#opening-an-issue">(1) Opening an issue</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#create-a-new-branch">(2) Create a new branch.</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#make-a-change-adding-the-recipe">(3) Make a change adding the recipe</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#push-to-github-as-a-new-branch">(4) Push to GitHub as a new branch</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#open-a-pull-request-towards-the-main-branch">(5) Open a pull request towards the main branch</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#reviewing-pull-requests">(6) Reviewing pull requests</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draft-pull-requests">(7) Draft pull requests</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#what-is-a-protected-branch-and-how-to-modify-it">What is a protected branch? And how to modify it?</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#summary">Summary</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../code-review/">Practicing code review</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/">CodeRefinery</a></li>
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+</ul>
+
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+      <li class="breadcrumb-item active">Collaborating within the same repository</li>
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+              <a href="https://github.com/coderefinery/reproducible-python/blob/main/content/collaboration/same-repository.md" class="fa fa-github"> Edit on GitHub</a>
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+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="collaborating-within-the-same-repository">
+<span id="same-repository"></span><h1>Collaborating within the same repository<a class="headerlink" href="#collaborating-within-the-same-repository" title="Link to this heading"></a></h1>
+<p>In this episode, we will learn how to collaborate within the same repository.
+We will learn how to cross-reference issues and pull requests, how to review
+pull requests, and how to use draft pull requests.</p>
+<p>This exercise will form a good basis for collaboration that is suitable for
+most research groups.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>When you read or hear <strong>pull request</strong>, please think of a <strong>change proposal</strong>.</p>
+</div>
+<section id="exercise">
+<h2>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h2>
+<p>In this exercise, we will contribute to a repository via a <strong>pull request</strong>.
+This means that you propose some change, and then it is accepted (or not).</p>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul>
+<li><p><strong>First we need to get access</strong> to the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise repository</a> to which we will
+contribute.</p>
+<ul class="simple">
+<li><p>Instructor collects GitHub usernames from learners and adds them as collaborators to the exercise repository
+(Settings -&gt; Collaborators and teams -&gt; Manage access -&gt; Add people).</p></li>
+</ul>
+</li>
+<li><p><strong>Don’t forget to accept the invitation</strong></p>
+<ul class="simple">
+<li><p>Check <a class="reference external" href="https://github.com/settings/organizations/">https://github.com/settings/organizations/</a></p></li>
+<li><p>Alternatively check the inbox for the email account you registered with
+GitHub. GitHub emails you an invitation link, but if you don’t receive it
+you can go to your GitHub notifications in the top right corner. The
+maintainer can also “copy invite link” and share it within the group.</p></li>
+</ul>
+</li>
+<li><p><strong>Watching and unwatching repositories</strong></p>
+<ul class="simple">
+<li><p>Now that you are a collaborator, you get notified about new issues and pull
+requests via email.</p></li>
+<li><p>If you do not wish this, you can “unwatch” a repository (top of
+the project page).</p></li>
+<li><p>However, we recommend watching repositories you are interested
+in. You can learn things from experts just by watching the
+activity that come through a popular project.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<img alt="Unwatching a repository" src="../../_images/unwatch.png" />
+<figcaption>
+<p><span class="caption-text">Unwatch a repository by clicking “Unwatch” in the repository view,
+then “Participating and &#64;mentions” - this way, you will get
+notifications about your own interactions.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong> (from installation instructions):</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from the previous workshop day (not repeated here):</p>
+<ul class="simple">
+<li><p>Cloning a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Submit a pull request towards the main branch.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>If you create the changes locally, you will need to <strong>push</strong> them to the remote repository.</p></li>
+<li><p>Learning what a protected branch is and how to modify a protected branch: using a pull request.</p></li>
+<li><p>Cross-referencing issues and pull requests.</p></li>
+<li><p>Practice to review a pull request.</p></li>
+<li><p>Learn about the value of draft pull requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Start in the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise
+repository</a> and open an
+issue where you describe the change you want to make. Note down the issue
+number since you will need it later.</p></li>
+<li><p>Create a new branch.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit
+cross-reference the issue you opened (see the walk-through below
+for how to do that).</p></li>
+<li><p>Push your new branch (with the new commit) to the repository you
+are working on.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>Review somebody else’s pull request and give constructive feedback. Merge their pull request.</p></li>
+<li><p>Try to create a new branch with some half-finished work and open a draft
+pull request. Verify that the draft pull request cannot be merged since it
+is not meant to be merged yet.</p></li>
+</ol>
+</div>
+</section>
+<section id="solution-and-hints">
+<h2>Solution and hints<a class="headerlink" href="#solution-and-hints" title="Link to this heading"></a></h2>
+<section id="opening-an-issue">
+<h3>(1) Opening an issue<a class="headerlink" href="#opening-an-issue" title="Link to this heading"></a></h3>
+<p>This is done through the GitHub web interface.  For example, you could
+give the name of the recipe you want to add (so that others don’t add
+the same one).  It is the “Issues” tab.</p>
+</section>
+<section id="create-a-new-branch">
+<h3>(2) Create a new branch.<a class="headerlink" href="#create-a-new-branch" title="Link to this heading"></a></h3>
+<p>If on GitHub, you can make the branch in the web interface.</p>
+</section>
+<section id="make-a-change-adding-the-recipe">
+<h3>(3) Make a change adding the recipe<a class="headerlink" href="#make-a-change-adding-the-recipe" title="Link to this heading"></a></h3>
+<p>Add a new file with the recipe in it.  Commit the file. In the commit
+message, include the note about the issue number, saying that this
+will close that issue.</p>
+<section id="cross-referencing-issues-and-pull-requests">
+<h4>Cross-referencing issues and pull requests<a class="headerlink" href="#cross-referencing-issues-and-pull-requests" title="Link to this heading"></a></h4>
+<p>Each issue and each pull request gets a number and you can cross-reference them.</p>
+<p>When you open an issue, note down the issue number (in this case it is <code class="docutils literal notranslate"><span class="pre">#2</span></code>):</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/issue-number.png"><img alt="Each issue gets a number" class="with-border" src="../../_images/issue-number.png" style="width: 60%;" /></a>
+</figure>
+<p>You can reference this issue number in a commit message or in a pull request, like in this
+commit message:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>this is the new recipe; fixes #2
+</pre></div>
+</div>
+<p>If you forget to do that in your commit message, you can also reference the issue
+in the pull request description. And instead of <code class="docutils literal notranslate"><span class="pre">fixes</span></code> you can also use <code class="docutils literal notranslate"><span class="pre">closes</span></code> or <code class="docutils literal notranslate"><span class="pre">resolves</span></code>
+or <code class="docutils literal notranslate"><span class="pre">fix</span></code> or <code class="docutils literal notranslate"><span class="pre">close</span></code> or <code class="docutils literal notranslate"><span class="pre">resolve</span></code> (case insensitive).</p>
+<p>Here are all the keywords that GitHub recognizes:
+<a class="reference external" href="https://help.github.com/en/articles/closing-issues-using-keywords">https://help.github.com/en/articles/closing-issues-using-keywords</a></p>
+<p>Then observe what happens in the issue once your commit gets merged: it will
+automatically close the issue and create a link between the issue and the
+commit. This is very useful for tracking what changes were made in response to
+which issue and to know from when until when precisely the issue was open.</p>
+</section>
+</section>
+<section id="push-to-github-as-a-new-branch">
+<h3>(4) Push to GitHub as a new branch<a class="headerlink" href="#push-to-github-as-a-new-branch" title="Link to this heading"></a></h3>
+<p>Push the branch to the repository. You should end up with a branch
+visible in the GitHub web view.</p>
+<p>This is only necessary if you created the changes locally. If you created the
+changes directly on GitHub, you can skip this step.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-VlMgQ29kZQ==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tab" tabindex="0">VS Code</button><button aria-controls="panel-0-Q29tbWFuZCBsaW5l" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tab" tabindex="-1">Command line</button></div><div aria-labelledby="tab-0-VlMgQ29kZQ==" class="sphinx-tabs-panel group-tab" id="panel-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tabpanel" tabindex="0"><p>In VS Code, you can “publish the branch” to the remote repository by clicking
+the cloud icon in the bottom left corner of the window:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/vscode-publish-branch.png"><img alt="Publishing a branch in VS Code" class="with-border" src="../../_images/vscode-publish-branch.png" style="width: 60%;" /></a>
+</figure>
+</div><div aria-labelledby="tab-0-Q29tbWFuZCBsaW5l" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tabpanel" tabindex="0"><p>If you have a local branch <code class="docutils literal notranslate"><span class="pre">my-branch</span></code> and you want to push it to the remote
+and make it visible there, first verify what your remote is:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book.git (push)</span>
+</pre></div>
+</div>
+<p>In this case the remote is called <code class="docutils literal notranslate"><span class="pre">origin</span></code> and refers to the address
+git&#64;github.com:USER/recipe-book.git.  Both can be used
+interchangeably. Make sure it points to the right repository, ideally a
+repository that you can write to.</p>
+<p>Now that you have a remote, you can push your branch to it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will create a new branch on the remote repository with the same name as
+your local branch.</p>
+<p>You can also do this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>--set-upstream<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will connect the local branch and the remote branch so that in the future
+you can just type <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span></code> and <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">pull</span></code> without specifying the branch name
+(but this depends on your Git configuration).</p>
+<p><strong>Troubleshooting</strong></p>
+<p>If you don’t have a remote yet, you can add it with (adjust <code class="docutils literal notranslate"><span class="pre">ADDRESS</span></code> to your repository address):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>add<span class="w"> </span>origin<span class="w"> </span>ADDRESS
+</pre></div>
+</div>
+<p>ADDRESS is the part that you copy from here:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/clone-address.png"><img alt="Copying the clone address from GitHub" class="with-border" src="../../_images/clone-address.png" style="width: 60%;" /></a>
+</figure>
+<p>If the remote points to the wrong place, you can change it with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>NEWADDRESS
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="open-a-pull-request-towards-the-main-branch">
+<h3>(5) Open a pull request towards the main branch<a class="headerlink" href="#open-a-pull-request-towards-the-main-branch" title="Link to this heading"></a></h3>
+<p>This is done through the GitHub web interface.</p>
+</section>
+<section id="reviewing-pull-requests">
+<h3>(6) Reviewing pull requests<a class="headerlink" href="#reviewing-pull-requests" title="Link to this heading"></a></h3>
+<p>You review through the GitHub web interface.</p>
+<p>Checklist for reviewing a pull request:</p>
+<ul class="simple">
+<li><p>Be kind, on the other side is a human who has put effort into this.</p></li>
+<li><p>Be constructive: if you see a problem, suggest a solution.</p></li>
+<li><p>Towards which branch is this directed?</p></li>
+<li><p>Is the title descriptive?</p></li>
+<li><p>Is the description informative?</p></li>
+<li><p>Scroll down to see commits.</p></li>
+<li><p>Scroll down to see the changes.</p></li>
+<li><p>If you get incredibly many changes, also consider the license or copyright
+and ask where all that code is coming from.</p></li>
+<li><p>Again, be kind and constructive.</p></li>
+<li><p>Later we will learn how to suggest changes directly in the pull request.</p></li>
+</ul>
+<p>If someone is new, it’s often nice to say something encouraging in the
+comments before merging (even if it’s just “thanks”).  If all is good
+and there’s not much else to say, you could merge directly.</p>
+</section>
+<section id="draft-pull-requests">
+<h3>(7) Draft pull requests<a class="headerlink" href="#draft-pull-requests" title="Link to this heading"></a></h3>
+<p>Try to create a draft pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/draft-pr.png"><img alt="Creating a draft pull request" class="with-border" src="../../_images/draft-pr.png" style="width: 60%;" /></a>
+</figure>
+<p>Verify that the draft pull request cannot be merged until it is marked as ready
+for review:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/draft-pr-wip.png"><img alt="Draft pull request cannot be merged" class="with-border" src="../../_images/draft-pr-wip.png" style="width: 60%;" /></a>
+</figure>
+<p>Draft pull requests can be useful for:</p>
+<ul class="simple">
+<li><p><strong>Feedback</strong>: You can open a pull request early to get feedback on your work without
+signaling that it is ready to merge.</p></li>
+<li><p><strong>Information</strong>: They can help communicating to others that a change is coming up and in
+progress.</p></li>
+</ul>
+</section>
+<section id="what-is-a-protected-branch-and-how-to-modify-it">
+<h3>What is a protected branch? And how to modify it?<a class="headerlink" href="#what-is-a-protected-branch-and-how-to-modify-it" title="Link to this heading"></a></h3>
+<p>A protected branch on GitHub or GitLab is a branch that cannot (accidentally)
+deleted or force-pushed to. It is also possible to require that a branch cannot
+be directly pushed to or modified, but that changes must be submitted via a
+pull request.</p>
+<p>To protect a branch in your own repository, go to “Settings” -&gt; “Branches”.</p>
+</section>
+<section id="summary">
+<h3>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>We used all the same pieces that we’ve learned previously.</p></li>
+<li><p>But we successfully contributed to a collaborative project!</p></li>
+<li><p>The pull request allowed us to contribute without changing directly:
+this is very good when it’s not mainly our project.</p></li>
+</ul>
+</section>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Credit &mdash; Reproducible research software development using Python  documentation</title>
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+    <link rel="prev" title="Profiling memory and CPU usage" href="../profiling/" /> 
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+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../installation/conda/">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/">CodeRefinery</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../">Reproducible research software development using Python</a>
+      </nav>
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+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">Credit</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/reproducible-python/blob/main/content/credit.md" class="fa fa-github"> Edit on GitHub</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="credit">
+<h1>Credit<a class="headerlink" href="#credit" title="Link to this heading"></a></h1>
+<p>The following material (all CC-BY) was reused to create this workshop material:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/research-software-engineering/">https://coderefinery.github.io/research-software-engineering/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/mini-workshop/">https://coderefinery.github.io/mini-workshop/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/git-collaborative/">https://coderefinery.github.io/git-collaborative/</a></p></li>
+</ul>
+<p>(I will also summarize what changes have been made to the original material)</p>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../profiling/" class="btn btn-neutral float-left" title="Profiling memory and CPU usage" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+<p>requirements.txt:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sphinx</span>
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+<span class="n">sphinx_autobuild</span>
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+<span class="n">myst_parser</span>
+</pre></div>
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+<p>conf.py:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">extensions</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;myst_parser&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;autoapi.extension&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">autoapi_dirs</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;..&#39;</span><span class="p">]</span>
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+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Example project: Simulating the motion of planets</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#example-run">Example run</a></li>
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+             
+  <section id="example-project-simulating-the-motion-of-planets">
+<span id="example-project"></span><h1>Example project: Simulating the motion of planets<a class="headerlink" href="#example-project-simulating-the-motion-of-planets" title="Link to this heading"></a></h1>
+<p>The <a class="reference external" href="https://github.com/workshop-material/planets">example code</a> that we will study
+is a hopefully simple N-body simulation written in Python. It is not important
+or expected that we understand the code in any detail.</p>
+<video controls="True" preload="auto" width="600"><source src="../_images/animation.mp4" type="video/mp4"></video><p>The <strong>big picture</strong> is that the code simulates the motion of a number of
+planets:</p>
+<ul class="simple">
+<li><p>We can choose the number of planets.</p></li>
+<li><p>Each planet starts with a random position, velocity, and mass.</p></li>
+<li><p>At each time step, the code calculates the gravitational force between each
+pair of planets.</p></li>
+<li><p>The forces accelerate each planet, the acceleration modifies the velocity,
+the velocity modifies the position of each planet.</p></li>
+<li><p>We can choose the number of time steps.</p></li>
+<li><p>The units were chosen to make numbers easy to read.</p></li>
+</ul>
+<section id="example-run">
+<h2>Example run<a class="headerlink" href="#example-run" title="Link to this heading"></a></h2>
+<div class="admonition-instructor-note instructor-note admonition" id="instructor-note-0">
+<p class="admonition-title">Instructor note</p>
+<p>The instructor demonstrates running the code on their computer.</p>
+</div>
+<p>The code is written to accept <strong>command-line arguments</strong> to specify the number
+of planets and the number of time steps.</p>
+<p>We first generate starting data:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">10</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+</pre></div>
+</div>
+<p>The generated file (initial.csv) could look like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">px</span><span class="p">,</span><span class="n">py</span><span class="p">,</span><span class="n">pz</span><span class="p">,</span><span class="n">vx</span><span class="p">,</span><span class="n">vy</span><span class="p">,</span><span class="n">vz</span><span class="p">,</span><span class="n">mass</span>
+<span class="o">-</span><span class="mf">46.88</span><span class="p">,</span><span class="o">-</span><span class="mf">42.51</span><span class="p">,</span><span class="mf">88.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.86</span><span class="p">,</span><span class="o">-</span><span class="mf">0.18</span><span class="p">,</span><span class="mf">0.55</span><span class="p">,</span><span class="mf">6.70</span>
+<span class="o">-</span><span class="mf">5.29</span><span class="p">,</span><span class="mf">17.09</span><span class="p">,</span><span class="o">-</span><span class="mf">96.13</span><span class="p">,</span><span class="mf">0.66</span><span class="p">,</span><span class="mf">0.45</span><span class="p">,</span><span class="o">-</span><span class="mf">0.17</span><span class="p">,</span><span class="mf">3.51</span>
+<span class="mf">83.53</span><span class="p">,</span><span class="o">-</span><span class="mf">92.83</span><span class="p">,</span><span class="o">-</span><span class="mf">68.77</span><span class="p">,</span><span class="o">-</span><span class="mf">0.26</span><span class="p">,</span><span class="o">-</span><span class="mf">0.48</span><span class="p">,</span><span class="mf">0.24</span><span class="p">,</span><span class="mf">6.84</span>
+<span class="o">-</span><span class="mf">36.31</span><span class="p">,</span><span class="mf">25.48</span><span class="p">,</span><span class="mf">64.16</span><span class="p">,</span><span class="mf">0.85</span><span class="p">,</span><span class="mf">0.75</span><span class="p">,</span><span class="o">-</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">1.53</span>
+<span class="o">-</span><span class="mf">68.38</span><span class="p">,</span><span class="o">-</span><span class="mf">17.21</span><span class="p">,</span><span class="o">-</span><span class="mf">97.07</span><span class="p">,</span><span class="mf">0.60</span><span class="p">,</span><span class="mf">0.26</span><span class="p">,</span><span class="mf">0.69</span><span class="p">,</span><span class="mf">6.63</span>
+<span class="o">-</span><span class="mf">48.37</span><span class="p">,</span><span class="o">-</span><span class="mf">48.74</span><span class="p">,</span><span class="mf">3.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.93</span><span class="p">,</span><span class="mf">8.60</span>
+<span class="mf">40.53</span><span class="p">,</span><span class="o">-</span><span class="mf">75.50</span><span class="p">,</span><span class="mf">44.18</span><span class="p">,</span><span class="o">-</span><span class="mf">0.62</span><span class="p">,</span><span class="o">-</span><span class="mf">0.31</span><span class="p">,</span><span class="o">-</span><span class="mf">0.53</span><span class="p">,</span><span class="mf">8.04</span>
+<span class="o">-</span><span class="mf">27.21</span><span class="p">,</span><span class="mf">10.78</span><span class="p">,</span><span class="o">-</span><span class="mf">78.82</span><span class="p">,</span><span class="o">-</span><span class="mf">0.09</span><span class="p">,</span><span class="o">-</span><span class="mf">0.55</span><span class="p">,</span><span class="o">-</span><span class="mf">0.03</span><span class="p">,</span><span class="mf">5.35</span>
+<span class="mf">88.42</span><span class="p">,</span><span class="o">-</span><span class="mf">74.95</span><span class="p">,</span><span class="o">-</span><span class="mf">45.85</span><span class="p">,</span><span class="mf">0.81</span><span class="p">,</span><span class="mf">0.68</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">5.36</span>
+<span class="mf">39.09</span><span class="p">,</span><span class="mf">53.12</span><span class="p">,</span><span class="o">-</span><span class="mf">59.54</span><span class="p">,</span><span class="o">-</span><span class="mf">0.54</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">0.07</span><span class="p">,</span><span class="mf">8.98</span>
+</pre></div>
+</div>
+<p>Then we can simulate their motion (in this case for 20 steps):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">20</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv
+</pre></div>
+</div>
+<p>The <code class="docutils literal notranslate"><span class="pre">--output-file</span></code> (final.csv) is again a CSV file (comma-separated values)
+and contains the final positions of all planets.</p>
+<p>It is possible to run on <strong>multiple cores</strong> and to <strong>animate</strong> the result.
+Here is an example with 100 planets:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">100</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+
+<span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">50</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                     </span>--num-cores<span class="w"> </span><span class="m">8</span>
+</span>
+<span class="gp">$ </span>python<span class="w"> </span>animate.py<span class="w"> </span>--initial-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                    </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                    </span>--output-file<span class="w"> </span>animation.mp4
+</span></pre></div>
+</div>
+<div class="admonition-learning-goals admonition">
+<p class="admonition-title">Learning goals</p>
+<ul class="simple">
+<li><p>What are the most important steps to make this code <strong>reusable by others</strong>
+and <strong>our future selves</strong>?</p></li>
+<li><p>Be able to apply these techniques to your own code/script.</p></li>
+</ul>
+</div>
+<div class="admonition-we-will-not-focus-on admonition">
+<p class="admonition-title">We will not focus on …</p>
+<ul class="simple">
+<li><p>… how the code works internally in detail.</p></li>
+<li><p>… whether this is the most efficient algorithm.</p></li>
+<li><p>… whether the code is numerically stable.</p></li>
+<li><p>… how to code scales with the number of cores.</p></li>
+<li><p>… whether it is portable to other operating systems (we will discuss this later).</p></li>
+</ul>
+</div>
+</section>
+</section>
+
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+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="credit/">Credit</a></li>
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+             
+  <section id="reproducible-research-software-development-using-python">
+<h1>Reproducible research software development using Python<a class="headerlink" href="#reproducible-research-software-development-using-python" title="Link to this heading"></a></h1>
+<section id="big-picture-goal">
+<h2>Big-picture goal<a class="headerlink" href="#big-picture-goal" title="Link to this heading"></a></h2>
+<p>This is a <strong>hands-on course on research software engineering</strong>. In this
+workshop we assume that most workshop participants use Python in their work or
+a leading a group which uses Python.  Therefore, some of the examples will use
+Python as the example language.</p>
+<p>We will work with an example project and go through all the steps of a typical
+software project.  Once we have seen the building blocks, we will try to apply
+them to own projects. Workshop participants will receive and also learn to give
+constructive code feedback.</p>
+</section>
+<section id="prerequisites">
+<h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h2>
+<div class="admonition-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Preparation</p>
+<ol class="arabic simple">
+<li><p>Get a <strong>GitHub account</strong> following <a class="reference external" href="https://coderefinery.github.io/installation/github/">these instructions</a>.</p></li>
+<li><p>You will need a <strong>text editor</strong>. If you don’t have a favorite one, we recommend
+<a class="reference external" href="https://coderefinery.github.io/installation/vscode/">VS Code</a>.</p></li>
+<li><p><strong>If you prefer to work in the terminal</strong> and not in VS Code, set up these two (skip this if you use VS Code):</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/git-in-terminal/">Git in the terminal</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/ssh/">SSH or HTTPS connection to GitHub from terminal</a></p></li>
+</ul>
+</li>
+<li><p><strong>One of these two software environments</strong> (if you are not sure which one to
+choose or have no preference, choose Conda):</p>
+<ul class="simple">
+<li><p><a class="reference internal" href="installation/conda/#conda"><span class="std std-ref">Conda environment</span></a></p></li>
+<li><p><a class="reference internal" href="installation/virtual-environment/#venv"><span class="std std-ref">Virtual environment</span></a> (Snakemake is not available in this environment)</p></li>
+</ul>
+</li>
+<li><p><strong>Optional</strong> and only on Linux: <a class="reference external" href="https://apptainer.org/">Apptainer</a> following
+<a class="reference external" href="https://apptainer.org/docs/admin/1.3/installation.html#install-from-pre-built-packages">these instructions</a>.</p></li>
+</ol>
+</div>
+</section>
+<section id="schedule">
+<h2>Schedule<a class="headerlink" href="#schedule" title="Link to this heading"></a></h2>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The schedule will very soon contain links to lesson material and exercises.</p>
+</div>
+<section id="day-1">
+<h3>Day 1<a class="headerlink" href="#day-1" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>13:00-13:30 - <strong>Welcome and introduction</strong></p>
+<ul>
+<li><p>Practical information (tools, communication, breaks, etc.)</p></li>
+<li><p>Motivation (reproducibility, robustness, distribution, improvement, trust, etc.)</p></li>
+<li><p>What will learn and achieve from this course?</p></li>
+<li><p><a class="reference internal" href="example/#example-project"><span class="std std-ref">Example project: Simulating the motion of planets</span></a></p></li>
+</ul>
+</li>
+<li><p>13:30-14:45 (1.25h) - <strong>Introduction to version control with Git and GitHub (1/2)</strong></p>
+<ul>
+<li><p>Creating a repository and porting your project to Git and GitHub</p></li>
+<li><p>Basic commands</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 (1.5h) - <strong>Introduction to version control with Git and GitHub (2/2)</strong></p>
+<ul>
+<li><p>Branching and merging</p></li>
+<li><p>Recovering from typical mistakes</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <a class="reference internal" href="documentation/#documentation"><span class="std std-ref">Code documentation</span></a></p>
+<ul>
+<li><p>In-code documentation including docstrings</p></li>
+<li><p>Writing good README files</p></li>
+<li><p>Markdown</p></li>
+<li><p>Sphinx</p></li>
+<li><p>Building documentation with GitHub Actions</p></li>
+<li><p>Jupyter Notebooks</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-2">
+<h3>Day 2<a class="headerlink" href="#day-2" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="collaboration/#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (1/2)</p>
+<ul>
+<li><p><a class="reference internal" href="collaboration/concepts/#concepts"><span class="std std-ref">Concepts around collaboration</span></a> (10 min)</p></li>
+<li><p><a class="reference internal" href="collaboration/same-repository/#same-repository"><span class="std std-ref">Collaborating within the same repository</span></a> (40 min)</p></li>
+<li><p><a class="reference internal" href="collaboration/code-review/#code-review"><span class="std std-ref">Practicing code review</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="collaboration/#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (2/2)</p>
+<ul>
+<li><p><a class="reference internal" href="collaboration/forking-workflow/#forking-workflow"><span class="std std-ref">How to contribute changes to repositories that belong to others</span></a> (50 min)</p></li>
+<li><p><a class="reference internal" href="collaboration/demo-discussion/#collaboration-demo-discussion"><span class="std std-ref">Conclict resolution, rebasing, and organizational strategies</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-3">
+<h3>Day 3<a class="headerlink" href="#day-3" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="testing/#testing"><span class="std std-ref">Automated testing</span></a></p>
+<ul>
+<li><p>Unit tests</p></li>
+<li><p>End-to-end tests</p></li>
+<li><p>pytest</p></li>
+<li><p>GitHub Actions</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="reusable/#reusable"><span class="std std-ref">How to make the project more reusable</span></a></p>
+<ul>
+<li><p>Tracking dependencies with requirements.txt and environment.yml</p></li>
+<li><p>Recording environments in containers</p></li>
+</ul>
+</li>
+<li><p>13:00-14:45 - <a class="reference internal" href="refactoring/#refactoring"><span class="std std-ref">Code quality and good practices</span></a></p>
+<ul>
+<li><p>Naming (and other) conventions, project organization, modularity</p></li>
+<li><p>Refactoring (explained through examples)</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it</p></li>
+<li><p>Structuring larger software projects in a modular way</p></li>
+<li><p>Command-line interfaces</p></li>
+<li><p>Workflows with Snakemake</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 - <a class="reference internal" href="publishing/#publishing"><span class="std std-ref">How to release and publish your code</span></a></p>
+<ul>
+<li><p>Licenses</p></li>
+<li><p>Publishing the code via Zenodo</p></li>
+<li><p>Packaging the code</p></li>
+<li><p>Sharing the code via PyPI</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="if-we-have-time-left">
+<h3>If we have time left<a class="headerlink" href="#if-we-have-time-left" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p><a class="reference internal" href="profiling/#profiling"><span class="std std-ref">Profiling memory and CPU usage</span></a></p></li>
+</ul>
+<div class="toctree-wrapper compound">
+</div>
+<div class="toctree-wrapper compound">
+</div>
+<div class="toctree-wrapper compound">
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Conda environment</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#before-you-create-a-virtual-environment">Before you create a virtual environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#choose-the-tool-to-manage-the-environment">Choose the tool to manage the environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#creating-the-virtual-environment">Creating the virtual environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-to-verify-that-this-worked">How to verify that this worked</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="conda-environment">
+<span id="conda"></span><h1>Conda environment<a class="headerlink" href="#conda-environment" title="Link to this heading"></a></h1>
+<p>A Conda environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file that documents the dependencies:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coderefinery</span>
+<span class="nt">channels</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">conda-forge</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bioconda</span>
+<span class="nt">dependencies</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python &gt;= 3.10</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">black</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">click</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flit</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ipywidgets</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">isort</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab_code_formatter</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab-git</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">matplotlib</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">myst-parser</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">nbdime</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">numpy</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pandas</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest-cov</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scalene</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">seaborn</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">snakemake-minimal</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autoapi</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autobuild</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx_rtd_theme &gt;= 2.0</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">vulture</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scikit-image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h2>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h2>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create an <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="choose-the-tool-to-manage-the-environment">
+<h2>Choose the tool to manage the environment<a class="headerlink" href="#choose-the-tool-to-manage-the-environment" title="Link to this heading"></a></h2>
+<p>If you are already using one of these tools, please continue using the tool that you like and know.
+If you are new to this, <strong>we recommend using Miniconda or Miniforge</strong>.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://docs.anaconda.com/anaconda/install/">Anaconda</a></p>
+<ul>
+<li><p>Advantages: easy to install, easy to use, good for beginners</p></li>
+<li><p>Disadvantages: large download, installs more than we will need, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://docs.anaconda.com/miniconda/">Miniconda</a></p>
+<ul>
+<li><p>Advantages: small size, installs only what you need</p></li>
+<li><p>Disadvantages: no graphical interface, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://github.com/conda-forge/miniforge">Miniforge</a></p>
+<ul>
+<li><p>Advantages: small size, no license restrictions</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html">Micromamba</a></p>
+<ul>
+<li><p>Advantages: fast, small size</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://pixi.sh/latest/">Pixi</a></p>
+<ul>
+<li><p>Advantages: fast and new</p></li>
+<li><p>Disadvantages: new and less tested and not documented here</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="creating-the-virtual-environment">
+<h2>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h2>
+<ol class="arabic">
+<li><p>Open your terminal shell (e.g. Bash or Zsh).</p></li>
+<li><p>Activate <code class="docutils literal notranslate"><span class="pre">conda</span></code> using <code class="docutils literal notranslate"><span class="pre">conda</span> <span class="pre">activate</span></code> or <code class="docutils literal notranslate"><span class="pre">source</span> <span class="pre">~/miniconda3/bin/activate</span></code>.</p></li>
+<li><p>Run the following command:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>create<span class="w"> </span>--file<span class="w"> </span>environment.yml
+</pre></div>
+</div>
+</li>
+<li><p>Make sure that you see “coderefinery” in the output when you ask for a list of all available environments:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>list
+</pre></div>
+</div>
+</li>
+</ol>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h2>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h2>
+<p>(this will be added)</p>
+</section>
+</section>
+
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Virtual environment</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#before-you-create-a-virtual-environment">Before you create a virtual environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#creating-the-virtual-environment">Creating the virtual environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-to-verify-that-this-worked">How to verify that this worked</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="virtual-environment">
+<span id="venv"></span><h1>Virtual environment<a class="headerlink" href="#virtual-environment" title="Link to this heading"></a></h1>
+<p>A virtual environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file that documents the dependencies:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">black</span>
+<span class="n">click</span>
+<span class="n">flit</span>
+<span class="n">ipywidgets</span>
+<span class="n">isort</span>
+<span class="n">jupyterlab</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">code</span><span class="o">-</span><span class="n">formatter</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">git</span>
+<span class="n">matplotlib</span>
+<span class="n">myst</span><span class="o">-</span><span class="n">parser</span>
+<span class="n">nbdime</span>
+<span class="n">numpy</span>
+<span class="n">pandas</span>
+<span class="n">pytest</span>
+<span class="n">pytest</span><span class="o">-</span><span class="n">cov</span>
+<span class="n">scalene</span>
+<span class="n">seaborn</span>
+<span class="n">sphinx</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autoapi</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autobuild</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">vulture</span>
+<span class="n">scikit</span><span class="o">-</span><span class="n">image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h2>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h2>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="creating-the-virtual-environment">
+<h2>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h2>
+<p>Now create a virtual environment in this directory either using <a class="reference external" href="https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/">pip and
+venv</a>
+(more traditional and safer) or using <a class="reference external" href="https://docs.astral.sh/uv/">uv</a> (more modern but also less tested):</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-cGlwIGFuZCB2ZW52" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tab" tabindex="0">pip and venv</button><button aria-controls="panel-0-dXY=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-dXY=" name="dXY=" role="tab" tabindex="-1">uv</button></div><div aria-labelledby="tab-0-cGlwIGFuZCB2ZW52" class="sphinx-tabs-panel group-tab" id="panel-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-dXY=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-dXY=" name="dXY=" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h2>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h2>
+<p>(this will be added)</p>
+</section>
+</section>
+
+
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new file mode 100644
index 0000000..32e95d4
--- /dev/null
+++ b/branch/main/profiling/index.html
@@ -0,0 +1,161 @@
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+          </a>
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+  <form id="rtd-search-form" class="wy-form" action="../search/" method="get">
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+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="profiling-memory-and-cpu-usage">
+<span id="profiling"></span><h1>Profiling memory and CPU usage<a class="headerlink" href="#profiling-memory-and-cpu-usage" title="Link to this heading"></a></h1>
+<p>Profilers:</p>
+<ul class="simple">
+<li><p>cProfile or profile</p></li>
+<li><p>line_profiler</p></li>
+<li><p>viztracer</p></li>
+<li><p>scalene</p></li>
+<li><p>Intel VTune</p></li>
+<li><p>PyInstrument</p></li>
+<li><p>py-spy</p></li>
+<li><p>Pyflame</p></li>
+<li><p>timeit</p></li>
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+             
+  <section id="how-to-release-and-publish-your-code">
+<span id="publishing"></span><h1>How to release and publish your code<a class="headerlink" href="#how-to-release-and-publish-your-code" title="Link to this heading"></a></h1>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>30 min: Overview over software licenses and code publishing</p></li>
+<li><p>15 min: We add a license, CFF file, and publish to Zenodo (sandbox)</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: Creating a Python package with the help of flit</p></li>
+<li><p>15 min: Deploy the package to test-PyPI using GitHub Actions</p></li>
+</ul>
+</section>
+
+
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+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
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+             
+  <section id="code-quality-and-good-practices">
+<span id="refactoring"></span><h1>Code quality and good practices<a class="headerlink" href="#code-quality-and-good-practices" title="Link to this heading"></a></h1>
+<p>In this episode we will explore code quality and good practices in Python using
+a hands-on approach. We will together build up a small project and improve it
+step by step.</p>
+<p>We will start from a relatively simple image processing script which can read a
+telescope image of stars and our goal is to <strong>count the number of stars</strong> in
+the image. Later we will want to be able to process many such images.</p>
+<p>The (fictional) telescope images look like the one below here (<a class="reference external" href="https://github.com/workshop-material/random-star-images">in this
+repository</a> we can find more):</p>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/stars.png"><img alt="Generated image representing a telescope image of stars" src="../_images/stars.png" style="width: 60%;" /></a>
+<figcaption>
+<p><span class="caption-text">Generated image representing a telescope image of stars.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<div class="admonition-starting-point-spoiler-alert solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Starting point (spoiler alert)</p>
+<p>We can imagine that we pieced together the following code
+based on some examples we found online:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">skimage</span> <span class="kn">import</span> <span class="n">io</span><span class="p">,</span> <span class="n">filters</span><span class="p">,</span> <span class="n">color</span>
+<span class="kn">from</span> <span class="nn">skimage.measure</span> <span class="kn">import</span> <span class="n">label</span><span class="p">,</span> <span class="n">regionprops</span>
+
+
+<span class="n">image</span> <span class="o">=</span> <span class="n">io</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;stars.png&quot;</span><span class="p">)</span>
+<span class="n">sigma</span> <span class="o">=</span> <span class="mf">0.5</span>
+
+<span class="c1"># if there is a fourth channel (alpha channel), ignore it</span>
+<span class="n">rgb_image</span> <span class="o">=</span> <span class="n">image</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">gray_image</span> <span class="o">=</span> <span class="n">color</span><span class="o">.</span><span class="n">rgb2gray</span><span class="p">(</span><span class="n">rgb_image</span><span class="p">)</span>
+
+<span class="c1"># apply a gaussian filter to reduce noise</span>
+<span class="n">image_smooth</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">gaussian</span><span class="p">(</span><span class="n">gray_image</span><span class="p">,</span> <span class="n">sigma</span><span class="p">)</span>
+
+<span class="c1"># threshold the image to create a binary image (bright stars will be white, background black)</span>
+<span class="n">thresh</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">threshold_otsu</span><span class="p">(</span><span class="n">image_smooth</span><span class="p">)</span>
+<span class="n">binary_image</span> <span class="o">=</span> <span class="n">image_smooth</span> <span class="o">&gt;</span> <span class="n">thresh</span>
+
+<span class="c1"># label connected regions (stars) in the binary image</span>
+<span class="n">labeled_image</span> <span class="o">=</span> <span class="n">label</span><span class="p">(</span><span class="n">binary_image</span><span class="p">)</span>
+
+<span class="c1"># get properties of labeled regions</span>
+<span class="n">regions</span> <span class="o">=</span> <span class="n">regionprops</span><span class="p">(</span><span class="n">labeled_image</span><span class="p">)</span>
+
+<span class="c1"># extract star positions (centroids)</span>
+<span class="n">star_positions</span> <span class="o">=</span> <span class="p">[</span><span class="n">region</span><span class="o">.</span><span class="n">centroid</span> <span class="k">for</span> <span class="n">region</span> <span class="ow">in</span> <span class="n">regions</span><span class="p">]</span>
+
+<span class="c1"># plot the original image</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>
+
+<span class="c1"># overlay star positions with crosses</span>
+<span class="k">for</span> <span class="n">star</span> <span class="ow">in</span> <span class="n">star_positions</span><span class="p">:</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">star</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">star</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s2">&quot;rx&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">markeredgewidth</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s2">&quot;detected-stars.png&quot;</span><span class="p">,</span> <span class="n">dpi</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;number of stars detected: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">star_positions</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Discuss how we would solve the problem, run example code, and make it work
+as part of a Jupyter notebook.</p></li>
+<li><p>15 min: Refactor the positioning code into a function and a module</p></li>
+<li><p>15 min: Now we wish to process many images - discuss how we would approach this</p></li>
+<li><p>15 min: Introduce CLI and discuss the benefits</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: From a script to a workflow (using Snakemake)</p></li>
+<li><p>15 min: Discuss concepts</p>
+<ul>
+<li><p>Pure functions</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it: document-driven development</p></li>
+</ul>
+</li>
+</ul>
+<p>Bonus:</p>
+<ul class="simple">
+<li><p>Move it under Git</p></li>
+<li><p>Document dependencies</p></li>
+<li><p>Show nbdime, black, vulture, ruff</p></li>
+</ul>
+</section>
+
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+  <section id="how-to-make-the-project-more-reusable">
+<span id="reusable"></span><h1>How to make the project more reusable<a class="headerlink" href="#how-to-make-the-project-more-reusable" title="Link to this heading"></a></h1>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: Best practices for managing dependencies in Python</p></li>
+<li><p>20 min: Exercise</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>10 min: Introduction to containers</p></li>
+<li><p>20 min: Demonstration</p></li>
+<li><p>10 min: Discussion</p></li>
+</ul>
+</section>
+
+
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+++ b/branch/main/searchindex.js
@@ -0,0 +1 @@
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diff --git a/branch/main/singlehtml/_static/_sphinx_javascript_frameworks_compat.js b/branch/main/singlehtml/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 0000000..8141580
--- /dev/null
+++ b/branch/main/singlehtml/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,123 @@
+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/branch/main/singlehtml/_static/basic.css b/branch/main/singlehtml/_static/basic.css
new file mode 100644
index 0000000..f316efc
--- /dev/null
+++ b/branch/main/singlehtml/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+div.section::after {
+    display: block;
+    content: '';
+    clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+    overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    float: left;
+    width: 80%;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    float: left;
+    width: 20%;
+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li p.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 360px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a:visited {
+    color: #551A8B;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+nav.contents,
+aside.topic,
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+nav.contents,
+aside.topic,
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.align-default {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+	font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+.sig-name {
+	font-size: 1.1em;
+}
+
+code.descname {
+    font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+    background-color: transparent;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.sig-param.n {
+	font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+	font-family: unset;
+}
+
+.sig.c   .k, .sig.c   .kt,
+.sig.cpp .k, .sig.cpp .kt {
+	color: #0033B3;
+}
+
+.sig.c   .m,
+.sig.cpp .m {
+	color: #1750EB;
+}
+
+.sig.c   .s, .sig.c   .sc,
+.sig.cpp .s, .sig.cpp .sc {
+	color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+aside.footnote > span,
+div.citation > span {
+    float: left;
+}
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+.sig dl {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/branch/main/singlehtml/_static/check-solid.svg b/branch/main/singlehtml/_static/check-solid.svg
new file mode 100644
index 0000000..92fad4b
--- /dev/null
+++ b/branch/main/singlehtml/_static/check-solid.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>
diff --git a/branch/main/singlehtml/_static/clipboard.min.js b/branch/main/singlehtml/_static/clipboard.min.js
new file mode 100644
index 0000000..54b3c46
--- /dev/null
+++ b/branch/main/singlehtml/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.8
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body},i="";return"string"==typeof t?(e=t,n="rtl"===document.documentElement.getAttribute("dir"),(o=document.createElement("textarea")).style.fontSize="12pt",o.style.border="0",o.style.padding="0",o.style.margin="0",o.style.position="absolute",o.style[n?"right":"left"]="-9999px",n=window.pageYOffset||document.documentElement.scrollTop,o.style.top="".concat(n,"px"),o.setAttribute("readonly",""),o.value=e,o=o,r.container.appendChild(o),i=c()(o),a("copy"),o.remove()):(i=c()(t),a("copy")),i};function r(t){return(r="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}var s=function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{},e=t.action,n=void 0===e?"copy":e,o=t.container,e=t.target,t=t.text;if("copy"!==n&&"cut"!==n)throw new Error('Invalid "action" value, use either "copy" or "cut"');if(void 0!==e){if(!e||"object"!==r(e)||1!==e.nodeType)throw new Error('Invalid "target" value, use a valid Element');if("copy"===n&&e.hasAttribute("disabled"))throw new Error('Invalid "target" attribute. 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n[t],this}},t.exports=e,t.exports.TinyEmitter=e}},r={},o.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return o.d(e,{a:e}),e},o.d=function(t,e){for(var n in e)o.o(e,n)&&!o.o(t,n)&&Object.defineProperty(t,n,{enumerable:!0,get:e[n]})},o.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},o(686).default;function o(t){if(r[t])return r[t].exports;var e=r[t]={exports:{}};return n[t](e,e.exports,o),e.exports}var n,r});
\ No newline at end of file
diff --git a/branch/main/singlehtml/_static/coderefinery.ico b/branch/main/singlehtml/_static/coderefinery.ico
new file mode 100644
index 0000000..a2df0fb
Binary files /dev/null and b/branch/main/singlehtml/_static/coderefinery.ico differ
diff --git a/branch/main/singlehtml/_static/copy-button.svg b/branch/main/singlehtml/_static/copy-button.svg
new file mode 100644
index 0000000..9c074da
--- /dev/null
+++ b/branch/main/singlehtml/_static/copy-button.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>
diff --git a/branch/main/singlehtml/_static/copybutton.css b/branch/main/singlehtml/_static/copybutton.css
new file mode 100644
index 0000000..40eafe5
--- /dev/null
+++ b/branch/main/singlehtml/_static/copybutton.css
@@ -0,0 +1,93 @@
+/* Copy buttons */
+button.copybtn {
+    position: absolute;
+    display: flex;
+    top: .3em;
+    right: .3em;
+    width: 1.7em;
+    height: 1.7em;
+	opacity: 0;
+    transition: opacity 0.3s, border .3s, background-color .3s;
+    user-select: none;
+    padding: 0;
+    border: none;
+    outline: none;
+    border-radius: 0.4em;
+    /* The colors that GitHub uses */
+    border: #1b1f2426 1px solid;
+    background-color: #f6f8fa;
+    color: #57606a;
+}
+
+button.copybtn.success {
+    border-color: #22863a;
+    color: #22863a;
+}
+
+button.copybtn svg {
+    stroke: currentColor;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0.1em;
+}
+
+div.highlight  {
+    position: relative;
+}
+
+.highlight:hover button.copybtn {
+	opacity: 1;
+}
+
+.highlight button.copybtn:hover {
+    background-color: rgb(235, 235, 235);
+}
+
+.highlight button.copybtn:active {
+    background-color: rgb(187, 187, 187);
+}
+
+/**
+ * A minimal CSS-only tooltip copied from:
+ *   https://codepen.io/mildrenben/pen/rVBrpK
+ *
+ * To use, write HTML like the following:
+ *
+ * <p class="o-tooltip--left" data-tooltip="Hey">Short</p>
+ */
+ .o-tooltip--left {
+  position: relative;
+ }
+
+ .o-tooltip--left:after {
+    opacity: 0;
+    visibility: hidden;
+    position: absolute;
+    content: attr(data-tooltip);
+    padding: .2em;
+    font-size: .8em;
+    left: -.2em;
+    background: grey;
+    color: white;
+    white-space: nowrap;
+    z-index: 2;
+    border-radius: 2px;
+    transform: translateX(-102%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+}
+
+.o-tooltip--left:hover:after {
+    display: block;
+    opacity: 1;
+    visibility: visible;
+    transform: translateX(-100%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+    transition-delay: .5s;
+}
+
+/* By default the copy button shouldn't show up when printing a page */
+@media print {
+    button.copybtn {
+        display: none;
+    }
+}
diff --git a/branch/main/singlehtml/_static/copybutton.js b/branch/main/singlehtml/_static/copybutton.js
new file mode 100644
index 0000000..f3ecd03
--- /dev/null
+++ b/branch/main/singlehtml/_static/copybutton.js
@@ -0,0 +1,241 @@
+// Localization support
+const messages = {
+  'en': {
+    'copy': 'Copy',
+    'copy_to_clipboard': 'Copy to clipboard',
+    'copy_success': 'Copied!',
+    'copy_failure': 'Failed to copy',
+  },
+  'es' : {
+    'copy': 'Copiar',
+    'copy_to_clipboard': 'Copiar al portapapeles',
+    'copy_success': '¡Copiado!',
+    'copy_failure': 'Error al copiar',
+  },
+  'de' : {
+    'copy': 'Kopieren',
+    'copy_to_clipboard': 'In die Zwischenablage kopieren',
+    'copy_success': 'Kopiert!',
+    'copy_failure': 'Fehler beim Kopieren',
+  },
+  'fr' : {
+    'copy': 'Copier',
+    'copy_to_clipboard': 'Copié dans le presse-papier',
+    'copy_success': 'Copié !',
+    'copy_failure': 'Échec de la copie',
+  },
+  'ru': {
+    'copy': 'Скопировать',
+    'copy_to_clipboard': 'Скопировать в буфер',
+    'copy_success': 'Скопировано!',
+    'copy_failure': 'Не удалось скопировать',
+  },
+  'zh-CN': {
+    'copy': '复制',
+    'copy_to_clipboard': '复制到剪贴板',
+    'copy_success': '复制成功!',
+    'copy_failure': '复制失败',
+  },
+  'it' : {
+    'copy': 'Copiare',
+    'copy_to_clipboard': 'Copiato negli appunti',
+    'copy_success': 'Copiato!',
+    'copy_failure': 'Errore durante la copia',
+  }
+}
+
+let locale = 'en'
+if( document.documentElement.lang !== undefined
+    && messages[document.documentElement.lang] !== undefined ) {
+  locale = document.documentElement.lang
+}
+
+let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT;
+if (doc_url_root == '#') {
+    doc_url_root = '';
+}
+
+/**
+ * SVG files for our copy buttons
+ */
+let iconCheck = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_success']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>`
+
+// If the user specified their own SVG use that, otherwise use the default
+let iconCopy = ``;
+if (!iconCopy) {
+  iconCopy = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_to_clipboard']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>`
+}
+
+/**
+ * Set up copy/paste for code blocks
+ */
+
+const runWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+
+const codeCellId = index => `codecell${index}`
+
+// Clears selected text since ClipboardJS will select the text when copying
+const clearSelection = () => {
+  if (window.getSelection) {
+    window.getSelection().removeAllRanges()
+  } else if (document.selection) {
+    document.selection.empty()
+  }
+}
+
+// Changes tooltip text for two seconds, then changes it back
+const temporarilyChangeTooltip = (el, oldText, newText) => {
+  el.setAttribute('data-tooltip', newText)
+  el.classList.add('success')
+  setTimeout(() => el.setAttribute('data-tooltip', oldText), 2000)
+  setTimeout(() => el.classList.remove('success'), 2000)
+}
+
+// Changes the copy button icon for two seconds, then changes it back
+const temporarilyChangeIcon = (el) => {
+  el.innerHTML = iconCheck;
+  setTimeout(() => {el.innerHTML = iconCopy}, 2000)
+}
+
+const addCopyButtonToCodeCells = () => {
+  // If ClipboardJS hasn't loaded, wait a bit and try again. This
+  // happens because we load ClipboardJS asynchronously.
+  if (window.ClipboardJS === undefined) {
+    setTimeout(addCopyButtonToCodeCells, 250)
+    return
+  }
+
+  // Add copybuttons to all of our code cells
+  const COPYBUTTON_SELECTOR = 'div.highlight pre';
+  const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR)
+  codeCells.forEach((codeCell, index) => {
+    const id = codeCellId(index)
+    codeCell.setAttribute('id', id)
+
+    const clipboardButton = id =>
+    `<button class="copybtn o-tooltip--left" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
+      ${iconCopy}
+    </button>`
+    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
+  })
+
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
+
+
+var copyTargetText = (trigger) => {
+  var target = document.querySelector(trigger.attributes['data-clipboard-target'].value);
+
+  // get filtered text
+  let exclude = '.linenos, .gp';
+
+  let text = filterText(target, exclude);
+  return formatCopyText(text, '', false, true, true, true, '', '')
+}
+
+  // Initialize with a callback so we can modify the text before copy
+  const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText})
+
+  // Update UI with error/success messages
+  clipboard.on('success', event => {
+    clearSelection()
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success'])
+    temporarilyChangeIcon(event.trigger)
+  })
+
+  clipboard.on('error', event => {
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure'])
+  })
+}
+
+runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/branch/main/singlehtml/_static/copybutton_funcs.js b/branch/main/singlehtml/_static/copybutton_funcs.js
new file mode 100644
index 0000000..dbe1aaa
--- /dev/null
+++ b/branch/main/singlehtml/_static/copybutton_funcs.js
@@ -0,0 +1,73 @@
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+export function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
diff --git a/branch/main/singlehtml/_static/css/badge_only.css b/branch/main/singlehtml/_static/css/badge_only.css
new file mode 100644
index 0000000..c718cee
--- /dev/null
+++ b/branch/main/singlehtml/_static/css/badge_only.css
@@ -0,0 +1 @@
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diff --git a/branch/main/singlehtml/_static/doctools.js b/branch/main/singlehtml/_static/doctools.js
new file mode 100644
index 0000000..4d67807
--- /dev/null
+++ b/branch/main/singlehtml/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/branch/main/singlehtml/_static/documentation_options.js b/branch/main/singlehtml/_static/documentation_options.js
new file mode 100644
index 0000000..89003c6
--- /dev/null
+++ b/branch/main/singlehtml/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'singlehtml',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
diff --git a/branch/main/singlehtml/_static/file.png b/branch/main/singlehtml/_static/file.png
new file mode 100644
index 0000000..a858a41
Binary files /dev/null and b/branch/main/singlehtml/_static/file.png differ
diff --git a/branch/main/singlehtml/_static/jquery.js b/branch/main/singlehtml/_static/jquery.js
new file mode 100644
index 0000000..c4c6022
--- /dev/null
+++ b/branch/main/singlehtml/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
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[id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}if(t.length>0){$(".wy-menu-vertical .current").removeClass("current").attr("aria-expanded","false"),t.addClass("current").attr("aria-expanded","true"),t.closest("li.toctree-l1").parent().addClass("current").attr("aria-expanded","true");for(let n=1;n<=10;n++)t.closest("li.toctree-l"+n).addClass("current").attr("aria-expanded","true");t[0].scrollIntoView()}}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(document).height()},hashChange:function(){this.linkScroll=!0,this.win.one("hashchange",(function(){this.linkScroll=!1}))},toggleCurrent:function(n){var e=n.closest("li");e.siblings("li.current").removeClass("current").attr("aria-expanded","false"),e.siblings().find("li.current").removeClass("current").attr("aria-expanded","false");var t=e.find("> ul li");t.length&&(t.removeClass("current").attr("aria-expanded","false"),e.toggleClass("current").attr("aria-expanded",(function(n,e){return"true"==e?"false":"true"})))}},"undefined"!=typeof window&&(window.SphinxRtdTheme={Navigation:n.exports.ThemeNav,StickyNav:n.exports.ThemeNav}),function(){for(var n=0,e=["ms","moz","webkit","o"],t=0;t<e.length&&!window.requestAnimationFrame;++t)window.requestAnimationFrame=window[e[t]+"RequestAnimationFrame"],window.cancelAnimationFrame=window[e[t]+"CancelAnimationFrame"]||window[e[t]+"CancelRequestAnimationFrame"];window.requestAnimationFrame||(window.requestAnimationFrame=function(e,t){var i=(new Date).getTime(),o=Math.max(0,16-(i-n)),r=window.setTimeout((function(){e(i+o)}),o);return n=i+o,r}),window.cancelAnimationFrame||(window.cancelAnimationFrame=function(n){clearTimeout(n)})}()}).call(window)},function(n,e){n.exports=jQuery},function(n,e,t){}]);
\ No newline at end of file
diff --git a/branch/main/singlehtml/_static/language_data.js b/branch/main/singlehtml/_static/language_data.js
new file mode 100644
index 0000000..367b8ed
--- /dev/null
+++ b/branch/main/singlehtml/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, if available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/branch/main/singlehtml/_static/minipres.js b/branch/main/singlehtml/_static/minipres.js
new file mode 100644
index 0000000..ad11c87
--- /dev/null
+++ b/branch/main/singlehtml/_static/minipres.js
@@ -0,0 +1,223 @@
+// Add goTo method to elements
+// http://stackoverflow.com/questions/4801655/how-to-go-to-a-specific-element-on-page
+(function($) {
+    $.fn.goTo = function() {
+        $('html, body').animate({
+            scrollTop: $(this).offset().top //+ 'px'
+        }, 'fast');
+        return this; // for chaining...
+    }
+})(jQuery);
+
+// NO good way to do this!.  Copy a hack from here
+// https://stackoverflow.com/questions/901115/how-can-i-get-query-string-values-in-javascript
+// https://stackoverflow.com/a/2880929
+var urlParams;
+(window.onpopstate = function () {
+    var match,
+        pl     = /\+/g,  // Regex for replacing addition symbol with a space
+        search = /([^&=]+)=?([^&]*)/g,
+        decode = function (s) { return decodeURIComponent(s.replace(pl, " ")); },
+        query  = window.location.search.substring(1);
+    urlParams = {};
+    while (match = search.exec(query))
+	urlParams[decode(match[1])] = decode(match[2]);
+})();
+
+// Select heading levels
+var maxHeading = urlParams['h']
+if (maxHeading === undefined) maxHeading = 2
+var headingLevels = [];
+for (h=2 ; h<maxHeading+1 ; h++)
+    headingLevels.push("h"+h);
+var sectionSelector = headingLevels.join(", ");
+
+// Select heading levels which will be *hidden*
+var minHeading = urlParams['minh'];
+var hiddenSectionSelector = [ ];
+if (minHeading) {
+    for (h=Number(minHeading) ; h<7 ; h++)
+	hiddenSectionSelector.push("h"+h);
+}
+var hiddenSectionSelector = hiddenSectionSelector.join(", ");
+
+
+function section_find() {
+    /* Find all the relevant sections that start each slide.  The
+     * meaning of section in effect *only* matters as much as it can
+     * be parsed by section_top_and_height.
+     */
+    //var sections = $(".title, .section");
+    var sections = $(sectionSelector);
+    return sections;
+}
+
+function section_top_and_height(targetSection) {
+    /* Return object containging {top, height} for the passed section:
+     * the offset relative to the whole page, and height of the
+     * section (or zero if it can't be found).
+     */
+    var parent = targetSection.parentNode;
+
+    // ReStructuredText / Sphinx sections
+    if (parent.className == "section") {
+	targetSection = parent;
+	var top = $(targetSection).offset()["top"];
+	if (targetSection.getBoundingClientRect)
+	    var height = targetSection.getBoundingClientRect()["height"] || 0;
+	else
+	    var height = 0;
+	return {"top":top, "height":height};
+    }
+
+    // Default, no fancy logic
+    var top = $(targetSection).offset()["top"];
+    var height = 0;
+    console.log("default mode:", top, height)
+    return {"top":top, "height":height};
+
+}
+
+
+function switch_slide(delta) {
+    /* scroll `delta` sections forward or backwards
+     */
+    var sections = section_find();
+    console.log(sections);
+
+    var curPos = -10;
+    // Iterate all sections until we find the last one *above* the
+    // center of the screen.
+    for(i=0; i<sections.length; i++) {
+	screen_center = window.innerHeight/2;
+	element_top = sections[i].getBoundingClientRect()["top"]
+        if ( element_top < screen_center ) {
+            continue;
+        }
+        curPos = i-1;
+        break;
+    }
+    console.log("cur=", curPos);
+
+    // We didn't find anything - we are at the bottom of the page.
+    if (curPos == -10) {
+	curPos = sections.length - 1;
+    }
+
+    // Target element we want to scroll to
+    var targetPos = curPos + delta;
+    console.log("target=", targetPos);
+
+    // If we ask for -1, go directly to the top of the whole page.
+    if ( targetPos == -1 ) {
+	//var targetSection = $("body")
+	$('html, body').animate({
+            scrollTop: 0
+	}, 'fast');
+	return;
+    }
+
+    if ( targetPos < 0 || targetPos > (sections.length-1) ) {
+    // if we would scroll past bottom, or above top, do nothing
+        return;
+    }
+
+    console.log('xxxxxx');
+    var targetSection = sections[targetPos];
+    console.log(targetSection, typeof(targetSection));
+
+    // Return targetSection top and height
+    var secProperties = section_top_and_height(targetSection);
+    var top = secProperties['top'];
+    var height = secProperties['height']
+    var win_height = window.innerHeight;
+    //console.info(top, height, win_height)
+
+    var scroll_to = 0;
+    if (height >= win_height || height == 0) {
+        scroll_to = top;
+    } else {
+        scroll_to = top - (win_height-height)/3.;
+    }
+    //console.info(top, height, win_height, scroll_to)
+
+    $('html, body').animate({
+        scrollTop: scroll_to //+ 'px'
+    }, 'fast');
+
+}
+
+
+function minipres() {
+    /* Enable the minipres mode:
+       - call the hide() function
+       - set up the scrolling listener
+     */
+    document.addEventListener('keydown', function (event) {
+        switch(event.which) {
+        case 37: // left
+            switch_slide(-1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 38: // up
+        case 39: // right
+            switch_slide(+1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 40: // down
+        default:
+    	    return; // exit this handler for other keys
+        }
+    }, true)
+
+    hide()
+
+    // Increase space between sections
+    //$("div .section").css('margin-bottom', '50%');
+    $(sectionSelector).css('margin-top', '50%');
+
+    // Reduce size/color of other sections
+    if (hiddenSectionSelector.length > 0) {
+        var hideNodes = $(hiddenSectionSelector);
+        console.log(typeof hideNodes, hideNodes);
+        for (node in hideNodes) {
+            console.log("a", typeof node, node);
+            node = hideNodes[node];  // what's right way to iterate values?
+            console.log("b", typeof node, node);
+            if (node.parentNode && node.parentNode.className == "section") {
+                node = node.parentNode;
+                console.log("c", typeof node, node);
+                //node.css['transform'] = 'scale(.5)';
+                //node.css['transform-origin'] = 'top center';
+                $(node).css('color', 'lightgrey');
+                //$(node).css('font-size', '20%');
+                //$(node).css('visibility', 'collapse');
+                //ntahousnatouhasno;
+            }
+        }
+    }
+}
+
+function hide() {
+    /* Hide all non-essential elements on the page
+     */
+
+    // This is for sphinx_rst_theme and readthedocs
+    $(".wy-nav-side").remove();
+    $(".wy-nav-content-wrap").css('margin-left', 0);
+    $('.rst-versions').remove();  // readthedocs version selector
+
+    // Add other formats here.
+}
+
+
+var slideshow = minipres;
+
+if (window.location.search.match(/[?&](minipres|slideshow|pres)([=&]|$)/) ) {
+    //minipres()
+    window.addEventListener("load", minipres);
+} else if (window.location.search.match(/[?&](plain)([=&]|$)/) ) {
+    window.addEventListener("load", hide);
+}
diff --git a/branch/main/singlehtml/_static/minus.png b/branch/main/singlehtml/_static/minus.png
new file mode 100644
index 0000000..d96755f
Binary files /dev/null and b/branch/main/singlehtml/_static/minus.png differ
diff --git a/branch/main/singlehtml/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css b/branch/main/singlehtml/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
new file mode 100644
index 0000000..3356631
--- /dev/null
+++ b/branch/main/singlehtml/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
@@ -0,0 +1,2342 @@
+/* Variables */
+:root {
+  --mystnb-source-bg-color: #f7f7f7;
+  --mystnb-stdout-bg-color: #fcfcfc;
+  --mystnb-stderr-bg-color: #fdd;
+  --mystnb-traceback-bg-color: #fcfcfc;
+  --mystnb-source-border-color: #ccc;
+  --mystnb-source-margin-color: green;
+  --mystnb-stdout-border-color: #f7f7f7;
+  --mystnb-stderr-border-color: #f7f7f7;
+  --mystnb-traceback-border-color: #ffd6d6;
+  --mystnb-hide-prompt-opacity: 70%;
+  --mystnb-source-border-radius: .4em;
+  --mystnb-source-border-width: 1px;
+}
+
+/* Whole cell */
+div.container.cell {
+  padding-left: 0;
+  margin-bottom: 1em;
+}
+
+/* Removing all background formatting so we can control at the div level */
+.cell_input div.highlight,
+.cell_output pre,
+.cell_input pre,
+.cell_output .output {
+  border: none;
+  box-shadow: none;
+}
+
+.cell_output .output pre,
+.cell_input pre {
+  margin: 0px;
+}
+
+/* Input cells */
+div.cell div.cell_input,
+div.cell details.above-input>summary {
+  padding-left: 0em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  background-color: var(--mystnb-source-bg-color);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+  border-radius: var(--mystnb-source-border-radius);
+}
+
+div.cell_input>div,
+div.cell_output div.output>div.highlight {
+  margin: 0em !important;
+  border: none !important;
+}
+
+/* All cell outputs */
+.cell_output {
+  padding-left: 1em;
+  padding-right: 0em;
+  margin-top: 1em;
+}
+
+/* Text outputs from cells */
+.cell_output .output.text_plain,
+.cell_output .output.traceback,
+.cell_output .output.stream,
+.cell_output .output.stderr {
+  margin-top: 1em;
+  margin-bottom: 0em;
+  box-shadow: none;
+}
+
+.cell_output .output.text_plain,
+.cell_output .output.stream {
+  background: var(--mystnb-stdout-bg-color);
+  border: 1px solid var(--mystnb-stdout-border-color);
+}
+
+.cell_output .output.stderr {
+  background: var(--mystnb-stderr-bg-color);
+  border: 1px solid var(--mystnb-stderr-border-color);
+}
+
+.cell_output .output.traceback {
+  background: var(--mystnb-traceback-bg-color);
+  border: 1px solid var(--mystnb-traceback-border-color);
+}
+
+/* Collapsible cell content */
+div.cell details.above-input div.cell_input {
+  border-top-left-radius: 0;
+  border-top-right-radius: 0;
+  border-top: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+}
+
+div.cell div.cell_input.above-output-prompt {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+}
+
+div.cell details.above-input>summary {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+  border-bottom: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+  padding-left: 1em;
+  margin-bottom: 0;
+}
+
+div.cell details.above-output>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.below-input>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-top: none;
+  border-bottom-left-radius: var(--mystnb-source-border-radius);
+  border-bottom-right-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.hide>summary>span {
+  opacity: var(--mystnb-hide-prompt-opacity);
+}
+
+div.cell details.hide[open]>summary>span.collapsed {
+  display: none;
+}
+
+div.cell details.hide:not([open])>summary>span.expanded {
+  display: none;
+}
+
+@keyframes collapsed-fade-in {
+  0% {
+    opacity: 0;
+  }
+
+  100% {
+    opacity: 1;
+  }
+}
+div.cell details.hide[open]>summary~* {
+  -moz-animation: collapsed-fade-in 0.3s ease-in-out;
+  -webkit-animation: collapsed-fade-in 0.3s ease-in-out;
+  animation: collapsed-fade-in 0.3s ease-in-out;
+}
+
+/* Math align to the left */
+.cell_output .MathJax_Display {
+  text-align: left !important;
+}
+
+/* Pandas tables. Pulled from the Jupyter / nbsphinx CSS */
+div.cell_output table {
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 1em;
+  table-layout: fixed;
+}
+
+div.cell_output thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+
+div.cell_output tr,
+div.cell_output th,
+div.cell_output td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+div.cell_output th {
+  font-weight: bold;
+}
+
+div.cell_output tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+
+div.cell_output tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+
+/** source code line numbers **/
+span.linenos {
+  opacity: 0.5;
+}
+
+/* Inline text from `paste` operation */
+
+span.pasted-text {
+  font-weight: bold;
+}
+
+span.pasted-inline img {
+  max-height: 2em;
+}
+
+tbody span.pasted-inline img {
+  max-height: none;
+}
+
+/* Font colors for translated ANSI escape sequences
+Color values are copied from Jupyter Notebook
+https://github.com/jupyter/notebook/blob/52581f8eda9b319eb0390ac77fe5903c38f81e3e/notebook/static/notebook/less/ansicolors.less#L14-L21
+Background colors from
+https://nbsphinx.readthedocs.io/en/latest/code-cells.html#ANSI-Colors
+*/
+div.highlight .-Color-Bold {
+  font-weight: bold;
+}
+
+div.highlight .-Color[class*=-Black] {
+  color: #3E424D
+}
+
+div.highlight .-Color[class*=-Red] {
+  color: #E75C58
+}
+
+div.highlight .-Color[class*=-Green] {
+  color: #00A250
+}
+
+div.highlight .-Color[class*=-Yellow] {
+  color: #DDB62B
+}
+
+div.highlight .-Color[class*=-Blue] {
+  color: #208FFB
+}
+
+div.highlight .-Color[class*=-Magenta] {
+  color: #D160C4
+}
+
+div.highlight .-Color[class*=-Cyan] {
+  color: #60C6C8
+}
+
+div.highlight .-Color[class*=-White] {
+  color: #C5C1B4
+}
+
+div.highlight .-Color[class*=-BGBlack] {
+  background-color: #3E424D
+}
+
+div.highlight .-Color[class*=-BGRed] {
+  background-color: #E75C58
+}
+
+div.highlight .-Color[class*=-BGGreen] {
+  background-color: #00A250
+}
+
+div.highlight .-Color[class*=-BGYellow] {
+  background-color: #DDB62B
+}
+
+div.highlight .-Color[class*=-BGBlue] {
+  background-color: #208FFB
+}
+
+div.highlight .-Color[class*=-BGMagenta] {
+  background-color: #D160C4
+}
+
+div.highlight .-Color[class*=-BGCyan] {
+  background-color: #60C6C8
+}
+
+div.highlight .-Color[class*=-BGWhite] {
+  background-color: #C5C1B4
+}
+
+/* Font colors for 8-bit ANSI */
+
+div.highlight .-Color[class*=-C0] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC0] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C1] {
+  color: #800000
+}
+
+div.highlight .-Color[class*=-BGC1] {
+  background-color: #800000
+}
+
+div.highlight .-Color[class*=-C2] {
+  color: #008000
+}
+
+div.highlight .-Color[class*=-BGC2] {
+  background-color: #008000
+}
+
+div.highlight .-Color[class*=-C3] {
+  color: #808000
+}
+
+div.highlight .-Color[class*=-BGC3] {
+  background-color: #808000
+}
+
+div.highlight .-Color[class*=-C4] {
+  color: #000080
+}
+
+div.highlight .-Color[class*=-BGC4] {
+  background-color: #000080
+}
+
+div.highlight .-Color[class*=-C5] {
+  color: #800080
+}
+
+div.highlight .-Color[class*=-BGC5] {
+  background-color: #800080
+}
+
+div.highlight .-Color[class*=-C6] {
+  color: #008080
+}
+
+div.highlight .-Color[class*=-BGC6] {
+  background-color: #008080
+}
+
+div.highlight .-Color[class*=-C7] {
+  color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-BGC7] {
+  background-color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-C8] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC8] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C9] {
+  color: #FF0000
+}
+
+div.highlight .-Color[class*=-BGC9] {
+  background-color: #FF0000
+}
+
+div.highlight .-Color[class*=-C10] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC10] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C11] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC11] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C12] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC12] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C13] {
+  color: #FF00FF
+}
+
+div.highlight .-Color[class*=-BGC13] {
+  background-color: #FF00FF
+}
+
+div.highlight .-Color[class*=-C14] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC14] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C15] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC15] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C16] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC16] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C17] {
+  color: #00005F
+}
+
+div.highlight .-Color[class*=-BGC17] {
+  background-color: #00005F
+}
+
+div.highlight .-Color[class*=-C18] {
+  color: #000087
+}
+
+div.highlight .-Color[class*=-BGC18] {
+  background-color: #000087
+}
+
+div.highlight .-Color[class*=-C19] {
+  color: #0000AF
+}
+
+div.highlight .-Color[class*=-BGC19] {
+  background-color: #0000AF
+}
+
+div.highlight .-Color[class*=-C20] {
+  color: #0000D7
+}
+
+div.highlight .-Color[class*=-BGC20] {
+  background-color: #0000D7
+}
+
+div.highlight .-Color[class*=-C21] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC21] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C22] {
+  color: #005F00
+}
+
+div.highlight .-Color[class*=-BGC22] {
+  background-color: #005F00
+}
+
+div.highlight .-Color[class*=-C23] {
+  color: #005F5F
+}
+
+div.highlight .-Color[class*=-BGC23] {
+  background-color: #005F5F
+}
+
+div.highlight .-Color[class*=-C24] {
+  color: #005F87
+}
+
+div.highlight .-Color[class*=-BGC24] {
+  background-color: #005F87
+}
+
+div.highlight .-Color[class*=-C25] {
+  color: #005FAF
+}
+
+div.highlight .-Color[class*=-BGC25] {
+  background-color: #005FAF
+}
+
+div.highlight .-Color[class*=-C26] {
+  color: #005FD7
+}
+
+div.highlight .-Color[class*=-BGC26] {
+  background-color: #005FD7
+}
+
+div.highlight .-Color[class*=-C27] {
+  color: #005FFF
+}
+
+div.highlight .-Color[class*=-BGC27] {
+  background-color: #005FFF
+}
+
+div.highlight .-Color[class*=-C28] {
+  color: #008700
+}
+
+div.highlight .-Color[class*=-BGC28] {
+  background-color: #008700
+}
+
+div.highlight .-Color[class*=-C29] {
+  color: #00875F
+}
+
+div.highlight .-Color[class*=-BGC29] {
+  background-color: #00875F
+}
+
+div.highlight .-Color[class*=-C30] {
+  color: #008787
+}
+
+div.highlight .-Color[class*=-BGC30] {
+  background-color: #008787
+}
+
+div.highlight .-Color[class*=-C31] {
+  color: #0087AF
+}
+
+div.highlight .-Color[class*=-BGC31] {
+  background-color: #0087AF
+}
+
+div.highlight .-Color[class*=-C32] {
+  color: #0087D7
+}
+
+div.highlight .-Color[class*=-BGC32] {
+  background-color: #0087D7
+}
+
+div.highlight .-Color[class*=-C33] {
+  color: #0087FF
+}
+
+div.highlight .-Color[class*=-BGC33] {
+  background-color: #0087FF
+}
+
+div.highlight .-Color[class*=-C34] {
+  color: #00AF00
+}
+
+div.highlight .-Color[class*=-BGC34] {
+  background-color: #00AF00
+}
+
+div.highlight .-Color[class*=-C35] {
+  color: #00AF5F
+}
+
+div.highlight .-Color[class*=-BGC35] {
+  background-color: #00AF5F
+}
+
+div.highlight .-Color[class*=-C36] {
+  color: #00AF87
+}
+
+div.highlight .-Color[class*=-BGC36] {
+  background-color: #00AF87
+}
+
+div.highlight .-Color[class*=-C37] {
+  color: #00AFAF
+}
+
+div.highlight .-Color[class*=-BGC37] {
+  background-color: #00AFAF
+}
+
+div.highlight .-Color[class*=-C38] {
+  color: #00AFD7
+}
+
+div.highlight .-Color[class*=-BGC38] {
+  background-color: #00AFD7
+}
+
+div.highlight .-Color[class*=-C39] {
+  color: #00AFFF
+}
+
+div.highlight .-Color[class*=-BGC39] {
+  background-color: #00AFFF
+}
+
+div.highlight .-Color[class*=-C40] {
+  color: #00D700
+}
+
+div.highlight .-Color[class*=-BGC40] {
+  background-color: #00D700
+}
+
+div.highlight .-Color[class*=-C41] {
+  color: #00D75F
+}
+
+div.highlight .-Color[class*=-BGC41] {
+  background-color: #00D75F
+}
+
+div.highlight .-Color[class*=-C42] {
+  color: #00D787
+}
+
+div.highlight .-Color[class*=-BGC42] {
+  background-color: #00D787
+}
+
+div.highlight .-Color[class*=-C43] {
+  color: #00D7AF
+}
+
+div.highlight .-Color[class*=-BGC43] {
+  background-color: #00D7AF
+}
+
+div.highlight .-Color[class*=-C44] {
+  color: #00D7D7
+}
+
+div.highlight .-Color[class*=-BGC44] {
+  background-color: #00D7D7
+}
+
+div.highlight .-Color[class*=-C45] {
+  color: #00D7FF
+}
+
+div.highlight .-Color[class*=-BGC45] {
+  background-color: #00D7FF
+}
+
+div.highlight .-Color[class*=-C46] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC46] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C47] {
+  color: #00FF5F
+}
+
+div.highlight .-Color[class*=-BGC47] {
+  background-color: #00FF5F
+}
+
+div.highlight .-Color[class*=-C48] {
+  color: #00FF87
+}
+
+div.highlight .-Color[class*=-BGC48] {
+  background-color: #00FF87
+}
+
+div.highlight .-Color[class*=-C49] {
+  color: #00FFAF
+}
+
+div.highlight .-Color[class*=-BGC49] {
+  background-color: #00FFAF
+}
+
+div.highlight .-Color[class*=-C50] {
+  color: #00FFD7
+}
+
+div.highlight .-Color[class*=-BGC50] {
+  background-color: #00FFD7
+}
+
+div.highlight .-Color[class*=-C51] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC51] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C52] {
+  color: #5F0000
+}
+
+div.highlight .-Color[class*=-BGC52] {
+  background-color: #5F0000
+}
+
+div.highlight .-Color[class*=-C53] {
+  color: #5F005F
+}
+
+div.highlight .-Color[class*=-BGC53] {
+  background-color: #5F005F
+}
+
+div.highlight .-Color[class*=-C54] {
+  color: #5F0087
+}
+
+div.highlight .-Color[class*=-BGC54] {
+  background-color: #5F0087
+}
+
+div.highlight .-Color[class*=-C55] {
+  color: #5F00AF
+}
+
+div.highlight .-Color[class*=-BGC55] {
+  background-color: #5F00AF
+}
+
+div.highlight .-Color[class*=-C56] {
+  color: #5F00D7
+}
+
+div.highlight .-Color[class*=-BGC56] {
+  background-color: #5F00D7
+}
+
+div.highlight .-Color[class*=-C57] {
+  color: #5F00FF
+}
+
+div.highlight .-Color[class*=-BGC57] {
+  background-color: #5F00FF
+}
+
+div.highlight .-Color[class*=-C58] {
+  color: #5F5F00
+}
+
+div.highlight .-Color[class*=-BGC58] {
+  background-color: #5F5F00
+}
+
+div.highlight .-Color[class*=-C59] {
+  color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-BGC59] {
+  background-color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-C60] {
+  color: #5F5F87
+}
+
+div.highlight .-Color[class*=-BGC60] {
+  background-color: #5F5F87
+}
+
+div.highlight .-Color[class*=-C61] {
+  color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-BGC61] {
+  background-color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-C62] {
+  color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-BGC62] {
+  background-color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-C63] {
+  color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-BGC63] {
+  background-color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-C64] {
+  color: #5F8700
+}
+
+div.highlight .-Color[class*=-BGC64] {
+  background-color: #5F8700
+}
+
+div.highlight .-Color[class*=-C65] {
+  color: #5F875F
+}
+
+div.highlight .-Color[class*=-BGC65] {
+  background-color: #5F875F
+}
+
+div.highlight .-Color[class*=-C66] {
+  color: #5F8787
+}
+
+div.highlight .-Color[class*=-BGC66] {
+  background-color: #5F8787
+}
+
+div.highlight .-Color[class*=-C67] {
+  color: #5F87AF
+}
+
+div.highlight .-Color[class*=-BGC67] {
+  background-color: #5F87AF
+}
+
+div.highlight .-Color[class*=-C68] {
+  color: #5F87D7
+}
+
+div.highlight .-Color[class*=-BGC68] {
+  background-color: #5F87D7
+}
+
+div.highlight .-Color[class*=-C69] {
+  color: #5F87FF
+}
+
+div.highlight .-Color[class*=-BGC69] {
+  background-color: #5F87FF
+}
+
+div.highlight .-Color[class*=-C70] {
+  color: #5FAF00
+}
+
+div.highlight .-Color[class*=-BGC70] {
+  background-color: #5FAF00
+}
+
+div.highlight .-Color[class*=-C71] {
+  color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-BGC71] {
+  background-color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-C72] {
+  color: #5FAF87
+}
+
+div.highlight .-Color[class*=-BGC72] {
+  background-color: #5FAF87
+}
+
+div.highlight .-Color[class*=-C73] {
+  color: #5FAFAF
+}
+
+div.highlight .-Color[class*=-BGC73] {
+  background-color: #5FAFAF
+}
+
+div.highlight .-Color[class*=-C74] {
+  color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-BGC74] {
+  background-color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-C75] {
+  color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-BGC75] {
+  background-color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-C76] {
+  color: #5FD700
+}
+
+div.highlight .-Color[class*=-BGC76] {
+  background-color: #5FD700
+}
+
+div.highlight .-Color[class*=-C77] {
+  color: #5FD75F
+}
+
+div.highlight .-Color[class*=-BGC77] {
+  background-color: #5FD75F
+}
+
+div.highlight .-Color[class*=-C78] {
+  color: #5FD787
+}
+
+div.highlight .-Color[class*=-BGC78] {
+  background-color: #5FD787
+}
+
+div.highlight .-Color[class*=-C79] {
+  color: #5FD7AF
+}
+
+div.highlight .-Color[class*=-BGC79] {
+  background-color: #5FD7AF
+}
+
+div.highlight .-Color[class*=-C80] {
+  color: #5FD7D7
+}
+
+div.highlight .-Color[class*=-BGC80] {
+  background-color: #5FD7D7
+}
+
+div.highlight .-Color[class*=-C81] {
+  color: #5FD7FF
+}
+
+div.highlight .-Color[class*=-BGC81] {
+  background-color: #5FD7FF
+}
+
+div.highlight .-Color[class*=-C82] {
+  color: #5FFF00
+}
+
+div.highlight .-Color[class*=-BGC82] {
+  background-color: #5FFF00
+}
+
+div.highlight .-Color[class*=-C83] {
+  color: #5FFF5F
+}
+
+div.highlight .-Color[class*=-BGC83] {
+  background-color: #5FFF5F
+}
+
+div.highlight .-Color[class*=-C84] {
+  color: #5FFF87
+}
+
+div.highlight .-Color[class*=-BGC84] {
+  background-color: #5FFF87
+}
+
+div.highlight .-Color[class*=-C85] {
+  color: #5FFFAF
+}
+
+div.highlight .-Color[class*=-BGC85] {
+  background-color: #5FFFAF
+}
+
+div.highlight .-Color[class*=-C86] {
+  color: #5FFFD7
+}
+
+div.highlight .-Color[class*=-BGC86] {
+  background-color: #5FFFD7
+}
+
+div.highlight .-Color[class*=-C87] {
+  color: #5FFFFF
+}
+
+div.highlight .-Color[class*=-BGC87] {
+  background-color: #5FFFFF
+}
+
+div.highlight .-Color[class*=-C88] {
+  color: #870000
+}
+
+div.highlight .-Color[class*=-BGC88] {
+  background-color: #870000
+}
+
+div.highlight .-Color[class*=-C89] {
+  color: #87005F
+}
+
+div.highlight .-Color[class*=-BGC89] {
+  background-color: #87005F
+}
+
+div.highlight .-Color[class*=-C90] {
+  color: #870087
+}
+
+div.highlight .-Color[class*=-BGC90] {
+  background-color: #870087
+}
+
+div.highlight .-Color[class*=-C91] {
+  color: #8700AF
+}
+
+div.highlight .-Color[class*=-BGC91] {
+  background-color: #8700AF
+}
+
+div.highlight .-Color[class*=-C92] {
+  color: #8700D7
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  background-color: #FF8700
+}
+
+div.highlight .-Color[class*=-C209] {
+  color: #FF875F
+}
+
+div.highlight .-Color[class*=-BGC209] {
+  background-color: #FF875F
+}
+
+div.highlight .-Color[class*=-C210] {
+  color: #FF8787
+}
+
+div.highlight .-Color[class*=-BGC210] {
+  background-color: #FF8787
+}
+
+div.highlight .-Color[class*=-C211] {
+  color: #FF87AF
+}
+
+div.highlight .-Color[class*=-BGC211] {
+  background-color: #FF87AF
+}
+
+div.highlight .-Color[class*=-C212] {
+  color: #FF87D7
+}
+
+div.highlight .-Color[class*=-BGC212] {
+  background-color: #FF87D7
+}
+
+div.highlight .-Color[class*=-C213] {
+  color: #FF87FF
+}
+
+div.highlight .-Color[class*=-BGC213] {
+  background-color: #FF87FF
+}
+
+div.highlight .-Color[class*=-C214] {
+  color: #FFAF00
+}
+
+div.highlight .-Color[class*=-BGC214] {
+  background-color: #FFAF00
+}
+
+div.highlight .-Color[class*=-C215] {
+  color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-BGC215] {
+  background-color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-C216] {
+  color: #FFAF87
+}
+
+div.highlight .-Color[class*=-BGC216] {
+  background-color: #FFAF87
+}
+
+div.highlight .-Color[class*=-C217] {
+  color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-BGC217] {
+  background-color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-C218] {
+  color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-BGC218] {
+  background-color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-C219] {
+  color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-BGC219] {
+  background-color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-C220] {
+  color: #FFD700
+}
+
+div.highlight .-Color[class*=-BGC220] {
+  background-color: #FFD700
+}
+
+div.highlight .-Color[class*=-C221] {
+  color: #FFD75F
+}
+
+div.highlight .-Color[class*=-BGC221] {
+  background-color: #FFD75F
+}
+
+div.highlight .-Color[class*=-C222] {
+  color: #FFD787
+}
+
+div.highlight .-Color[class*=-BGC222] {
+  background-color: #FFD787
+}
+
+div.highlight .-Color[class*=-C223] {
+  color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-BGC223] {
+  background-color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-C224] {
+  color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-BGC224] {
+  background-color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-C225] {
+  color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-BGC225] {
+  background-color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-C226] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC226] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C227] {
+  color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-BGC227] {
+  background-color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-C228] {
+  color: #FFFF87
+}
+
+div.highlight .-Color[class*=-BGC228] {
+  background-color: #FFFF87
+}
+
+div.highlight .-Color[class*=-C229] {
+  color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-BGC229] {
+  background-color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-C230] {
+  color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-BGC230] {
+  background-color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-C231] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC231] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C232] {
+  color: #080808
+}
+
+div.highlight .-Color[class*=-BGC232] {
+  background-color: #080808
+}
+
+div.highlight .-Color[class*=-C233] {
+  color: #121212
+}
+
+div.highlight .-Color[class*=-BGC233] {
+  background-color: #121212
+}
+
+div.highlight .-Color[class*=-C234] {
+  color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-BGC234] {
+  background-color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-C235] {
+  color: #262626
+}
+
+div.highlight .-Color[class*=-BGC235] {
+  background-color: #262626
+}
+
+div.highlight .-Color[class*=-C236] {
+  color: #303030
+}
+
+div.highlight .-Color[class*=-BGC236] {
+  background-color: #303030
+}
+
+div.highlight .-Color[class*=-C237] {
+  color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-BGC237] {
+  background-color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-C238] {
+  color: #444444
+}
+
+div.highlight .-Color[class*=-BGC238] {
+  background-color: #444444
+}
+
+div.highlight .-Color[class*=-C239] {
+  color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-BGC239] {
+  background-color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-C240] {
+  color: #585858
+}
+
+div.highlight .-Color[class*=-BGC240] {
+  background-color: #585858
+}
+
+div.highlight .-Color[class*=-C241] {
+  color: #626262
+}
+
+div.highlight .-Color[class*=-BGC241] {
+  background-color: #626262
+}
+
+div.highlight .-Color[class*=-C242] {
+  color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-BGC242] {
+  background-color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-C243] {
+  color: #767676
+}
+
+div.highlight .-Color[class*=-BGC243] {
+  background-color: #767676
+}
+
+div.highlight .-Color[class*=-C244] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC244] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C245] {
+  color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-BGC245] {
+  background-color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-C246] {
+  color: #949494
+}
+
+div.highlight .-Color[class*=-BGC246] {
+  background-color: #949494
+}
+
+div.highlight .-Color[class*=-C247] {
+  color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-BGC247] {
+  background-color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-C248] {
+  color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-BGC248] {
+  background-color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-C249] {
+  color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-BGC249] {
+  background-color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-C250] {
+  color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-BGC250] {
+  background-color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-C251] {
+  color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-BGC251] {
+  background-color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-C252] {
+  color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-BGC252] {
+  background-color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-C253] {
+  color: #DADADA
+}
+
+div.highlight .-Color[class*=-BGC253] {
+  background-color: #DADADA
+}
+
+div.highlight .-Color[class*=-C254] {
+  color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-BGC254] {
+  background-color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-C255] {
+  color: #EEEEEE
+}
+
+div.highlight .-Color[class*=-BGC255] {
+  background-color: #EEEEEE
+}
diff --git a/branch/main/singlehtml/_static/plus.png b/branch/main/singlehtml/_static/plus.png
new file mode 100644
index 0000000..7107cec
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diff --git a/branch/main/singlehtml/_static/pygments.css b/branch/main/singlehtml/_static/pygments.css
new file mode 100644
index 0000000..84ab303
--- /dev/null
+++ b/branch/main/singlehtml/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
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+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
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+.highlight .kt { color: #B00040 } /* Keyword.Type */
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+.highlight .no { color: #880000 } /* Name.Constant */
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+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
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diff --git a/branch/main/singlehtml/_static/searchtools.js b/branch/main/singlehtml/_static/searchtools.js
new file mode 100644
index 0000000..b08d58c
--- /dev/null
+++ b/branch/main/singlehtml/_static/searchtools.js
@@ -0,0 +1,620 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, anchor)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      "Search finished, found ${resultCount} page(s) matching the search query."
+    ).replace('${resultCount}', resultCount);
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+// Helper function used by query() to order search results.
+// Each input is an array of [docname, title, anchor, descr, score, filename].
+// Order the results by score (in opposite order of appearance, since the
+// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
+const _orderResultsByScoreThenName = (a, b) => {
+  const leftScore = a[4];
+  const rightScore = b[4];
+  if (leftScore === rightScore) {
+    // same score: sort alphabetically
+    const leftTitle = a[1].toLowerCase();
+    const rightTitle = b[1].toLowerCase();
+    if (leftTitle === rightTitle) return 0;
+    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+  }
+  return leftScore > rightScore ? 1 : -1;
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString, anchor) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    for (const removalQuery of [".headerlink", "script", "style"]) {
+      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
+    }
+    if (anchor) {
+      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
+      if (anchorContent) return anchorContent.textContent;
+
+      console.warn(
+        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
+      );
+    }
+
+    // if anchor not specified or not found, fall back to main content
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent) return docContent.textContent;
+
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  _parseQuery: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // Collect multiple result groups to be sorted separately and then ordered.
+    // Each is an array of [docname, title, anchor, descr, score, filename].
+    const normalResults = [];
+    const nonMainIndexResults = [];
+
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase().trim();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
+          normalResults.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score + boost,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id, isMain] of foundEntries) {
+          const score = Math.round(100 * queryLower.length / entry.length);
+          const result = [
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ];
+          if (isMain) {
+            normalResults.push(result);
+          } else {
+            nonMainIndexResults.push(result);
+          }
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
+      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
+    }
+
+    // Sort each group of results by score and then alphabetically by name.
+    normalResults.sort(_orderResultsByScoreThenName);
+    nonMainIndexResults.sort(_orderResultsByScoreThenName);
+
+    // Combine the result groups in (reverse) order.
+    // Non-main index entries are typically arbitrary cross-references,
+    // so display them after other results.
+    let results = [...nonMainIndexResults, ...normalResults];
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    return results.reverse();
+  },
+
+  query: (query) => {
+    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
+    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        if (!terms.hasOwnProperty(word)) {
+          Object.keys(terms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: terms[term], score: Scorer.partialTerm });
+          });
+        }
+        if (!titleTerms.hasOwnProperty(word)) {
+          Object.keys(titleTerms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
+          });
+        }
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (!fileMap.has(file)) fileMap.set(file, [word]);
+        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords, anchor) => {
+    const text = Search.htmlToText(htmlText, anchor);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/branch/main/singlehtml/_static/sphinx_highlight.js b/branch/main/singlehtml/_static/sphinx_highlight.js
new file mode 100644
index 0000000..8a96c69
--- /dev/null
+++ b/branch/main/singlehtml/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/branch/main/singlehtml/_static/sphinx_lesson.css b/branch/main/singlehtml/_static/sphinx_lesson.css
new file mode 100644
index 0000000..14b20c6
--- /dev/null
+++ b/branch/main/singlehtml/_static/sphinx_lesson.css
@@ -0,0 +1,51 @@
+/* sphinx_lesson.css */
+
+body.wy-body-for-nav img.with-border {
+    border: 2px solid;
+}
+
+.rst-content .admonition-no-content {
+    padding-bottom: 0px;
+}
+
+.rst-content .demo > .admonition-title::before {
+    content: "\01F440";  /* Eyes */ }
+.rst-content .type-along > .admonition-title::before {
+    content: "\02328\0FE0F";  /* Keyboard */ }
+.rst-content .exercise > .admonition-title::before {
+    content: "\0270D\0FE0F";  /* Hand */ }
+.rst-content .solution > .admonition-title::before {
+    content: "\02714\0FE0E";  /* Check mark */ }
+.rst-content .homework > .admonition-title::before {
+    content: "\01F4DD";  /* Memo */ }
+.rst-content .discussion > .admonition-title::before {
+    content: "\01F4AC";  /* Speech balloon */ }
+.rst-content .questions > .admonition-title::before {
+    content: "\02753\0FE0E";  /* Question mark */ }
+.rst-content .prerequisites > .admonition-title::before {
+    content: "\02699";  /* Gear */ }
+.rst-content .seealso > .admonition-title::before {
+    content: "\027A1\0FE0E";  /* Question mark */ }
+
+
+/* instructor-note */
+.rst-content .instructor-note {
+    background: #e7e7e7;
+}
+.rst-content .instructor-note > .admonition-title {
+    background: #6a6a6a;
+}
+.rst-content .instructor-note > .admonition-title::before {
+    content: "";
+}
+
+
+/* sphinx_toggle_button, make the font white */
+.rst-content .toggle.admonition button.toggle-button {
+    color: white;
+}
+
+/* sphinx-togglebutton, remove underflow when toggled to hidden mode */
+.rst-content .admonition.toggle-hidden {
+    padding-bottom: 0px;
+}
diff --git a/branch/main/singlehtml/_static/sphinx_rtd_theme_ext_color_contrast.css b/branch/main/singlehtml/_static/sphinx_rtd_theme_ext_color_contrast.css
new file mode 100644
index 0000000..e68feb8
--- /dev/null
+++ b/branch/main/singlehtml/_static/sphinx_rtd_theme_ext_color_contrast.css
@@ -0,0 +1,47 @@
+/* The following are for web accessibility of sphinx_rtd_theme: they
+ * solve some of the most frequent contrast issues.  Remove when this
+ * solved:
+ * https://github.com/readthedocs/sphinx_rtd_theme/issues/971
+ */
+/* background: #fcfcfc, note boxes #E7F2FA */
+a { color: #2573A7; }  /* original #2980B9, #1F5C84; */
+body { color: #242424; } /* original #404040, #383838 */
+.wy-side-nav-search>a, .wy-side-nav-search .wy-dropdown>a {
+    color: #ffffff;
+} /* original #fcfcfc */
+footer { color: #737373; } /* original gray=#808080*/
+footer span.commit code, footer span.commit .rst-content tt, .rst-content footer span.commit tt {
+    color: #737373;
+}  /* original gray=#808080*/
+.rst-content tt.literal, .rst-content tt.literal, .rst-content code.literal {
+    color: #AB2314;
+}
+/* Sidebar background */
+.wy-side-nav-search { background-color: #277CB4;}
+
+/* Same, but for pygments */
+.highlight .ch { color: #3E7A89; } /* #! line */
+.highlight .c1 { color: #3E7A89; } /* also comments */
+.highlight .nv { color: #AD3ECC; } /* variable */
+.highlight .gp { color: #B45608; } /* prompt character, $*/
+.highlight .si { color: #3975B1; } /* ${} variable text */
+.highlight .nc { color: #0C78A7; }
+
+/* Sphinx admonitions */
+/* warning */
+.wy-alert.wy-alert-warning .wy-alert-title, .rst-content .wy-alert-warning.note .wy-alert-title, .rst-content .attention .wy-alert-title, .rst-content .caution .wy-alert-title, .rst-content .wy-alert-warning.danger .wy-alert-title, .rst-content .wy-alert-warning.error .wy-alert-title, .rst-content .wy-alert-warning.hint .wy-alert-title, .rst-content .wy-alert-warning.important .wy-alert-title, .rst-content .wy-alert-warning.tip .wy-alert-title, .rst-content .warning .wy-alert-title, .rst-content .wy-alert-warning.seealso .wy-alert-title, .rst-content .admonition-todo .wy-alert-title, .rst-content .wy-alert-warning.admonition .wy-alert-title, .wy-alert.wy-alert-warning .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-warning .admonition-title, .rst-content .wy-alert-warning.note .admonition-title, .rst-content .attention .admonition-title, .rst-content .caution .admonition-title, .rst-content .wy-alert-warning.danger .admonition-title, .rst-content .wy-alert-warning.error .admonition-title, .rst-content .wy-alert-warning.hint .admonition-title, .rst-content .wy-alert-warning.important .admonition-title, .rst-content .wy-alert-warning.tip .admonition-title, .rst-content .warning .admonition-title, .rst-content .wy-alert-warning.seealso .admonition-title, .rst-content .admonition-todo .admonition-title, .rst-content .wy-alert-warning.admonition .admonition-title {
+    background: #B15E16; }
+/* important */
+.wy-alert.wy-alert-success .wy-alert-title, .rst-content .wy-alert-success.note .wy-alert-title, .rst-content .wy-alert-success.attention .wy-alert-title, .rst-content .wy-alert-success.caution .wy-alert-title, .rst-content .wy-alert-success.danger .wy-alert-title, .rst-content .wy-alert-success.error .wy-alert-title, .rst-content .hint .wy-alert-title, .rst-content .important .wy-alert-title, .rst-content .tip .wy-alert-title, .rst-content .wy-alert-success.warning .wy-alert-title, .rst-content .wy-alert-success.seealso .wy-alert-title, .rst-content .wy-alert-success.admonition-todo .wy-alert-title, .rst-content .wy-alert-success.admonition .wy-alert-title, .wy-alert.wy-alert-success .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-success .admonition-title, .rst-content .wy-alert-success.note .admonition-title, .rst-content .wy-alert-success.attention .admonition-title, .rst-content .wy-alert-success.caution .admonition-title, .rst-content .wy-alert-success.danger .admonition-title, .rst-content .wy-alert-success.error .admonition-title, .rst-content .hint .admonition-title, .rst-content .important .admonition-title, .rst-content .tip .admonition-title, .rst-content .wy-alert-success.warning .admonition-title, .rst-content .wy-alert-success.seealso .admonition-title, .rst-content .wy-alert-success.admonition-todo .admonition-title, .rst-content .wy-alert-success.admonition .admonition-title {
+    background: #12826C; }
+/* seealso, note, etc */
+.wy-alert.wy-alert-info .wy-alert-title, .rst-content .note .wy-alert-title, .rst-content .wy-alert-info.attention .wy-alert-title, .rst-content .wy-alert-info.caution .wy-alert-title, .rst-content .wy-alert-info.danger .wy-alert-title, .rst-content .wy-alert-info.error .wy-alert-title, .rst-content .wy-alert-info.hint .wy-alert-title, .rst-content .wy-alert-info.important .wy-alert-title, .rst-content .wy-alert-info.tip .wy-alert-title, .rst-content .wy-alert-info.warning .wy-alert-title, .rst-content .seealso .wy-alert-title, .rst-content .wy-alert-info.admonition-todo .wy-alert-title, .rst-content .wy-alert-info.admonition .wy-alert-title, .wy-alert.wy-alert-info .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-info .admonition-title, .rst-content .note .admonition-title, .rst-content .wy-alert-info.attention .admonition-title, .rst-content .wy-alert-info.caution .admonition-title, .rst-content .wy-alert-info.danger .admonition-title, .rst-content .wy-alert-info.error .admonition-title, .rst-content .wy-alert-info.hint .admonition-title, .rst-content .wy-alert-info.important .admonition-title, .rst-content .wy-alert-info.tip .admonition-title, .rst-content .wy-alert-info.warning .admonition-title, .rst-content .seealso .admonition-title, .rst-content .wy-alert-info.admonition-todo .admonition-title, .rst-content .wy-alert-info.admonition .admonition-title {
+    background: #277CB4; }
+/* error, danger */
+.rst-content .danger .admonition-title, .rst-content .danger .wy-alert-title, .rst-content .error .admonition-title, .rst-content .error .wy-alert-title, .rst-content .wy-alert-danger.admonition-todo .admonition-title, .rst-content .wy-alert-danger.admonition-todo .wy-alert-title, .rst-content .wy-alert-danger.admonition .admonition-title, .rst-content .wy-alert-danger.admonition .wy-alert-title, .rst-content .wy-alert-danger.attention .admonition-title, .rst-content .wy-alert-danger.attention .wy-alert-title, .rst-content .wy-alert-danger.caution .admonition-title, .rst-content .wy-alert-danger.caution .wy-alert-title, .rst-content .wy-alert-danger.hint .admonition-title, .rst-content .wy-alert-danger.hint .wy-alert-title, .rst-content .wy-alert-danger.important .admonition-title, .rst-content .wy-alert-danger.important .wy-alert-title, .rst-content .wy-alert-danger.note .admonition-title, .rst-content .wy-alert-danger.note .wy-alert-title, .rst-content .wy-alert-danger.seealso .admonition-title, .rst-content .wy-alert-danger.seealso .wy-alert-title, .rst-content .wy-alert-danger.tip .admonition-title, .rst-content .wy-alert-danger.tip .wy-alert-title, .rst-content .wy-alert-danger.warning .admonition-title, .rst-content .wy-alert-danger.warning .wy-alert-title, .rst-content .wy-alert.wy-alert-danger .admonition-title, .wy-alert.wy-alert-danger .rst-content .admonition-title, .wy-alert.wy-alert-danger .wy-alert-title {
+    background: #e31704;
+}
+
+/* Generic admonition titles */
+.wy-alert-title, .rst-content .admonition-title {
+    background: #277CB4; }
diff --git a/branch/main/singlehtml/_static/style.css b/branch/main/singlehtml/_static/style.css
new file mode 100644
index 0000000..59e60ee
--- /dev/null
+++ b/branch/main/singlehtml/_static/style.css
@@ -0,0 +1,6 @@
+.rst-content .objectives {
+    background: #fee0d2;
+}
+.rst-content .objectives > .admonition-title {
+    background: #fc9272;
+}
diff --git a/branch/main/singlehtml/_static/tabs.css b/branch/main/singlehtml/_static/tabs.css
new file mode 100644
index 0000000..957ba60
--- /dev/null
+++ b/branch/main/singlehtml/_static/tabs.css
@@ -0,0 +1,89 @@
+.sphinx-tabs {
+  margin-bottom: 1rem;
+}
+
+[role="tablist"] {
+  border-bottom: 1px solid #a0b3bf;
+}
+
+.sphinx-tabs-tab {
+  position: relative;
+  font-family: Lato,'Helvetica Neue',Arial,Helvetica,sans-serif;
+  color: #1D5C87;
+  line-height: 24px;
+  margin: 0;
+  font-size: 16px;
+  font-weight: 400;
+  background-color: rgba(255, 255, 255, 0);
+  border-radius: 5px 5px 0 0;
+  border: 0;
+  padding: 1rem 1.5rem;
+  margin-bottom: 0;
+}
+
+.sphinx-tabs-tab[aria-selected="true"] {
+  font-weight: 700;
+  border: 1px solid #a0b3bf;
+  border-bottom: 1px solid white;
+  margin: -1px;
+  background-color: white;
+}
+
+.sphinx-tabs-tab:focus {
+  z-index: 1;
+  outline-offset: 1px;
+}
+
+.sphinx-tabs-panel {
+  position: relative;
+  padding: 1rem;
+  border: 1px solid #a0b3bf;
+  margin: 0px -1px -1px -1px;
+  border-radius: 0 0 5px 5px;
+  border-top: 0;
+  background: white;
+}
+
+.sphinx-tabs-panel.code-tab {
+  padding: 0.4rem;
+}
+
+.sphinx-tab img {
+	margin-bottom: 24 px;
+}
+
+/* Dark theme preference styling */
+
+@media (prefers-color-scheme: dark) {
+  body[data-theme="auto"] .sphinx-tabs-panel {
+    color: white;
+    background-color: rgb(50, 50, 50);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab {
+    color: white;
+    background-color: rgba(255, 255, 255, 0.05);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab[aria-selected="true"] {
+    border-bottom: 1px solid rgb(50, 50, 50);
+    background-color: rgb(50, 50, 50);
+  }
+}
+
+/* Explicit dark theme styling */
+
+body[data-theme="dark"] .sphinx-tabs-panel {
+  color: white;
+  background-color: rgb(50, 50, 50);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab {
+  color: white;
+  background-color: rgba(255, 255, 255, 0.05);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab[aria-selected="true"] {
+  border-bottom: 2px solid rgb(50, 50, 50);
+  background-color: rgb(50, 50, 50);
+}
diff --git a/branch/main/singlehtml/_static/tabs.js b/branch/main/singlehtml/_static/tabs.js
new file mode 100644
index 0000000..48dc303
--- /dev/null
+++ b/branch/main/singlehtml/_static/tabs.js
@@ -0,0 +1,145 @@
+try {
+  var session = window.sessionStorage || {};
+} catch (e) {
+  var session = {};
+}
+
+window.addEventListener("DOMContentLoaded", () => {
+  const allTabs = document.querySelectorAll('.sphinx-tabs-tab');
+  const tabLists = document.querySelectorAll('[role="tablist"]');
+
+  allTabs.forEach(tab => {
+    tab.addEventListener("click", changeTabs);
+  });
+
+  tabLists.forEach(tabList => {
+    tabList.addEventListener("keydown", keyTabs);
+  });
+
+  // Restore group tab selection from session
+  const lastSelected = session.getItem('sphinx-tabs-last-selected');
+  if (lastSelected != null) selectNamedTabs(lastSelected);
+});
+
+/**
+ * Key focus left and right between sibling elements using arrows
+ * @param  {Node} e the element in focus when key was pressed
+ */
+function keyTabs(e) {
+    const tab = e.target;
+    let nextTab = null;
+    if (e.keyCode === 39 || e.keyCode === 37) {
+      tab.setAttribute("tabindex", -1);
+      // Move right
+      if (e.keyCode === 39) {
+        nextTab = tab.nextElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.firstElementChild;
+        }
+      // Move left
+      } else if (e.keyCode === 37) {
+        nextTab = tab.previousElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.lastElementChild;
+        }
+      }
+    }
+
+    if (nextTab !== null) {
+      nextTab.setAttribute("tabindex", 0);
+      nextTab.focus();
+    }
+}
+
+/**
+ * Select or deselect clicked tab. If a group tab
+ * is selected, also select tab in other tabLists.
+ * @param  {Node} e the element that was clicked
+ */
+function changeTabs(e) {
+  // Use this instead of the element that was clicked, in case it's a child
+  const notSelected = this.getAttribute("aria-selected") === "false";
+  const positionBefore = this.parentNode.getBoundingClientRect().top;
+  const notClosable = !this.parentNode.classList.contains("closeable");
+
+  deselectTabList(this);
+
+  if (notSelected || notClosable) {
+    selectTab(this);
+    const name = this.getAttribute("name");
+    selectNamedTabs(name, this.id);
+
+    if (this.classList.contains("group-tab")) {
+      // Persist during session
+      session.setItem('sphinx-tabs-last-selected', name);
+    }
+  }
+
+  const positionAfter = this.parentNode.getBoundingClientRect().top;
+  const positionDelta = positionAfter - positionBefore;
+  // Scroll to offset content resizing
+  window.scrollTo(0, window.scrollY + positionDelta);
+}
+
+/**
+ * Select tab and show associated panel.
+ * @param  {Node} tab tab to select
+ */
+function selectTab(tab) {
+  tab.setAttribute("aria-selected", true);
+
+  // Show the associated panel
+  document
+    .getElementById(tab.getAttribute("aria-controls"))
+    .removeAttribute("hidden");
+}
+
+/**
+ * Hide the panels associated with all tabs within the
+ * tablist containing this tab.
+ * @param  {Node} tab a tab within the tablist to deselect
+ */
+function deselectTabList(tab) {
+  const parent = tab.parentNode;
+  const grandparent = parent.parentNode;
+
+  Array.from(parent.children)
+  .forEach(t => t.setAttribute("aria-selected", false));
+
+  Array.from(grandparent.children)
+    .slice(1)  // Skip tablist
+    .forEach(panel => panel.setAttribute("hidden", true));
+}
+
+/**
+ * Select grouped tabs with the same name, but no the tab
+ * with the given id.
+ * @param  {Node} name name of grouped tab to be selected
+ * @param  {Node} clickedId id of clicked tab
+ */
+function selectNamedTabs(name, clickedId=null) {
+  const groupedTabs = document.querySelectorAll(`.sphinx-tabs-tab[name="${name}"]`);
+  const tabLists = Array.from(groupedTabs).map(tab => tab.parentNode);
+
+  tabLists
+    .forEach(tabList => {
+      // Don't want to change the tabList containing the clicked tab
+      const clickedTab = tabList.querySelector(`[id="${clickedId}"]`);
+      if (clickedTab === null ) {
+        // Select first tab with matching name
+        const tab = tabList.querySelector(`.sphinx-tabs-tab[name="${name}"]`);
+        deselectTabList(tab);
+        selectTab(tab);
+      }
+    })
+}
+
+if (typeof exports === 'undefined') {
+  exports = {};
+}
+
+exports.keyTabs = keyTabs;
+exports.changeTabs = changeTabs;
+exports.selectTab = selectTab;
+exports.deselectTabList = deselectTabList;
+exports.selectNamedTabs = selectNamedTabs;
diff --git a/branch/main/singlehtml/_static/term_role_formatting.css b/branch/main/singlehtml/_static/term_role_formatting.css
new file mode 100644
index 0000000..0b66095
--- /dev/null
+++ b/branch/main/singlehtml/_static/term_role_formatting.css
@@ -0,0 +1,4 @@
+/* Make terms bold */
+a.reference span.std-term {
+   font-weight: bold;
+}
diff --git a/branch/main/singlehtml/_static/togglebutton.css b/branch/main/singlehtml/_static/togglebutton.css
new file mode 100644
index 0000000..54a6787
--- /dev/null
+++ b/branch/main/singlehtml/_static/togglebutton.css
@@ -0,0 +1,160 @@
+/**
+ * Admonition-based toggles
+ */
+
+/* Visibility of the target */
+.admonition.toggle .admonition-title ~ * {
+    transition: opacity .3s, height .3s;
+}
+
+/* Toggle buttons inside admonitions so we see the title */
+.admonition.toggle {
+    position: relative;
+}
+
+/* Titles should cut off earlier to avoid overlapping w/ button */
+.admonition.toggle .admonition-title {
+    padding-right: 25%;
+    cursor: pointer;
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:hover {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 1%);
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:active {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 3%);
+}
+
+/* Remove extra whitespace below the admonition title when hidden */
+.admonition.toggle-hidden {
+    padding-bottom: 0;
+}
+
+.admonition.toggle-hidden .admonition-title {
+    margin-bottom: 0;
+}
+
+/* hides all the content of a page until de-toggled */
+.admonition.toggle-hidden .admonition-title ~ * {
+    height: 0;
+    margin: 0;
+    opacity: 0;
+    visibility: hidden;
+}
+
+/* General button style and position*/
+button.toggle-button {
+    /**
+     * Background and shape. By default there's no background
+     * but users can style as they wish
+     */  
+    background: none;
+    border: none;
+    outline: none;
+
+    /* Positioning just inside the admonition title */
+    position: absolute;
+    right: 0.5em;
+    padding: 0px;
+    border: none;
+    outline: none;
+}
+
+/* Display the toggle hint on wide screens */
+@media (min-width: 768px) {
+    button.toggle-button.toggle-button-hidden:before {
+        content: attr(data-toggle-hint);  /* This will be filled in by JS */
+        font-size: .8em;
+        align-self: center;
+    }
+}
+
+/* Icon behavior */
+.tb-icon {
+    transition: transform .2s ease-out;
+    height: 1.5em;
+    width: 1.5em;
+    stroke: currentColor;  /* So that we inherit the color of other text */
+}
+
+/* The icon should point right when closed, down when open. */
+/* Open */
+.admonition.toggle button .tb-icon {
+    transform: rotate(90deg);
+}
+
+/* Closed */
+.admonition.toggle button.toggle-button-hidden .tb-icon {
+    transform: rotate(0deg);
+}
+
+/* With details toggles, we don't rotate the icon so it points right */
+details.toggle-details .tb-icon {
+    height: 1.4em;
+    width: 1.4em;
+    margin-top: 0.1em;  /* To center the button vertically */
+}
+
+
+/**
+ * Details-based toggles.
+ * In this case, we wrap elements with `.toggle` in a details block.
+ */
+
+/* Details blocks */
+details.toggle-details {
+    margin: 1em 0;
+}
+
+
+details.toggle-details summary {
+    display: flex;
+    align-items: center;
+    cursor: pointer;
+    list-style: none;
+    border-radius: .2em;
+    border-left: 3px solid #1976d2;
+    background-color: rgb(204 204 204 / 10%);
+    padding: 0.2em 0.7em 0.3em 0.5em; /* Less padding on left because the SVG has left margin */
+    font-size: 0.9em;
+}
+
+details.toggle-details summary:hover {
+    background-color: rgb(204 204 204 / 20%);
+}
+
+details.toggle-details summary:active {
+    background: rgb(204 204 204 / 28%);
+}
+
+.toggle-details__summary-text {
+    margin-left: 0.2em;
+}
+
+details.toggle-details[open] summary {
+    margin-bottom: .5em;
+}
+
+details.toggle-details[open] summary .tb-icon {
+    transform: rotate(90deg);
+}
+
+details.toggle-details[open] summary ~ * {
+    animation: toggle-fade-in .3s ease-out;
+}
+
+@keyframes toggle-fade-in {
+  from {opacity: 0%;}
+  to {opacity: 100%;}
+}
+
+/* Print rules - we hide all toggle button elements at print */
+@media print {
+    /* Always hide the summary so the button doesn't show up */
+    details.toggle-details summary {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/branch/main/singlehtml/_static/togglebutton.js b/branch/main/singlehtml/_static/togglebutton.js
new file mode 100644
index 0000000..215a7ee
--- /dev/null
+++ b/branch/main/singlehtml/_static/togglebutton.js
@@ -0,0 +1,187 @@
+/**
+ * Add Toggle Buttons to elements
+ */
+
+let toggleChevron = `
+<svg xmlns="http://www.w3.org/2000/svg" class="tb-icon toggle-chevron-right" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+<polyline points="9 6 15 12 9 18" />
+</svg>`;
+
+var initToggleItems = () => {
+  var itemsToToggle = document.querySelectorAll(togglebuttonSelector);
+  console.log(`[togglebutton]: Adding toggle buttons to ${itemsToToggle.length} items`)
+  // Add the button to each admonition and hook up a callback to toggle visibility
+  itemsToToggle.forEach((item, index) => {
+    if (item.classList.contains("admonition")) {
+      // If it's an admonition block, then we'll add a button inside
+      // Generate unique IDs for this item
+      var toggleID = `toggle-${index}`;
+      var buttonID = `button-${toggleID}`;
+
+      item.setAttribute('id', toggleID);
+      if (!item.classList.contains("toggle")){
+        item.classList.add("toggle");
+      }
+      // This is the button that will be added to each item to trigger the toggle
+      var collapseButton = `
+        <button type="button" id="${buttonID}" class="toggle-button" data-target="${toggleID}" data-button="${buttonID}" data-toggle-hint="${toggleHintShow}" aria-label="Toggle hidden content">
+            ${toggleChevron}
+        </button>`;
+
+      title = item.querySelector(".admonition-title")
+      title.insertAdjacentHTML("beforeend", collapseButton);
+      thisButton = document.getElementById(buttonID);
+
+      // Add click handlers for the button + admonition title (if admonition)
+      admonitionTitle = document.querySelector(`#${toggleID} > .admonition-title`)
+      if (admonitionTitle) {
+        // If an admonition, then make the whole title block clickable
+        admonitionTitle.addEventListener('click', toggleClickHandler);
+        admonitionTitle.dataset.target = toggleID
+        admonitionTitle.dataset.button = buttonID
+      } else {
+        // If not an admonition then we'll listen for the button click
+        thisButton.addEventListener('click', toggleClickHandler);
+      }
+
+      // Now hide the item for this toggle button unless explicitly noted to show
+      if (!item.classList.contains("toggle-shown")) {
+        toggleHidden(thisButton);
+      }
+    } else {
+      // If not an admonition, wrap the block in a <details> block
+      // Define the structure of the details block and insert it as a sibling
+      var detailsBlock = `
+        <details class="toggle-details">
+            <summary class="toggle-details__summary">
+              ${toggleChevron}
+              <span class="toggle-details__summary-text">${toggleHintShow}</span>
+            </summary>
+        </details>`;
+      item.insertAdjacentHTML("beforebegin", detailsBlock);
+
+      // Now move the toggle-able content inside of the details block
+      details = item.previousElementSibling
+      details.appendChild(item)
+      item.classList.add("toggle-details__container")
+
+      // Set up a click trigger to change the text as needed
+      details.addEventListener('click', (click) => {
+        let parent = click.target.parentElement;
+        if (parent.tagName.toLowerCase() == "details") {
+          summary = parent.querySelector("summary");
+          details = parent;
+        } else {
+          summary = parent;
+          details = parent.parentElement;
+        }
+        // Update the inner text for the proper hint
+        if (details.open) {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintShow;
+        } else {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintHide;
+        }
+        
+      });
+
+      // If we have a toggle-shown class, open details block should be open
+      if (item.classList.contains("toggle-shown")) {
+        details.click();
+      }
+    }
+  })
+};
+
+// This should simply add / remove the collapsed class and change the button text
+var toggleHidden = (button) => {
+  target = button.dataset['target']
+  var itemToToggle = document.getElementById(target);
+  if (itemToToggle.classList.contains("toggle-hidden")) {
+    itemToToggle.classList.remove("toggle-hidden");
+    button.classList.remove("toggle-button-hidden");
+  } else {
+    itemToToggle.classList.add("toggle-hidden");
+    button.classList.add("toggle-button-hidden");
+  }
+}
+
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+  toggleHidden(target);
+}
+
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+
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+    cb()
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+    document.addEventListener('DOMContentLoaded', cb)
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+}
+sphinxToggleRunWhenDOMLoaded(addToggleToSelector)
+sphinxToggleRunWhenDOMLoaded(initToggleItems)
+
+/** Toggle details blocks to be open when printing */
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+    // Open the details
+    document.querySelectorAll("details.toggle-details").forEach((el) => {
+      el.dataset["togglestatus"] = el.open;
+      el.open = true;
+    });
+  
+    // Open the admonitions
+    document.querySelectorAll(".admonition.toggle.toggle-hidden").forEach((el) => {
+      console.log(el);
+      el.querySelector("button.toggle-button").click();
+      el.dataset["toggle_after_print"] = "true";
+    });
+  });
+  window.addEventListener("afterprint", () => {
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+    document.querySelectorAll("details.toggle-details").forEach((el) => {
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+      delete el.dataset["togglestatus"];
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+}
diff --git a/branch/main/singlehtml/index.html b/branch/main/singlehtml/index.html
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--- /dev/null
+++ b/branch/main/singlehtml/index.html
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+<html class="writer-html5" lang="en" data-content_root="./">
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+            Reproducible research software development using Python
+          </a>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="#document-installation/conda">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-installation/virtual-environment">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="#document-example">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-documentation">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-collaboration">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-testing">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-reusable">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-refactoring">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-publishing">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-profiling">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="#document-credit">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="reproducible-research-software-development-using-python">
+<h1>Reproducible research software development using Python<a class="headerlink" href="#reproducible-research-software-development-using-python" title="Link to this heading"></a></h1>
+<section id="big-picture-goal">
+<h2>Big-picture goal<a class="headerlink" href="#big-picture-goal" title="Link to this heading"></a></h2>
+<p>This is a <strong>hands-on course on research software engineering</strong>. In this
+workshop we assume that most workshop participants use Python in their work or
+a leading a group which uses Python.  Therefore, some of the examples will use
+Python as the example language.</p>
+<p>We will work with an example project and go through all the steps of a typical
+software project.  Once we have seen the building blocks, we will try to apply
+them to own projects. Workshop participants will receive and also learn to give
+constructive code feedback.</p>
+</section>
+<section id="prerequisites">
+<h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h2>
+<div class="admonition-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Preparation</p>
+<ol class="arabic simple">
+<li><p>Get a <strong>GitHub account</strong> following <a class="reference external" href="https://coderefinery.github.io/installation/github/">these instructions</a>.</p></li>
+<li><p>You will need a <strong>text editor</strong>. If you don’t have a favorite one, we recommend
+<a class="reference external" href="https://coderefinery.github.io/installation/vscode/">VS Code</a>.</p></li>
+<li><p><strong>If you prefer to work in the terminal</strong> and not in VS Code, set up these two (skip this if you use VS Code):</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/git-in-terminal/">Git in the terminal</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/ssh/">SSH or HTTPS connection to GitHub from terminal</a></p></li>
+</ul>
+</li>
+<li><p><strong>One of these two software environments</strong> (if you are not sure which one to
+choose or have no preference, choose Conda):</p>
+<ul class="simple">
+<li><p><a class="reference internal" href="index.html#conda"><span class="std std-ref">Conda environment</span></a></p></li>
+<li><p><a class="reference internal" href="index.html#venv"><span class="std std-ref">Virtual environment</span></a> (Snakemake is not available in this environment)</p></li>
+</ul>
+</li>
+<li><p><strong>Optional</strong> and only on Linux: <a class="reference external" href="https://apptainer.org/">Apptainer</a> following
+<a class="reference external" href="https://apptainer.org/docs/admin/1.3/installation.html#install-from-pre-built-packages">these instructions</a>.</p></li>
+</ol>
+</div>
+</section>
+<section id="schedule">
+<h2>Schedule<a class="headerlink" href="#schedule" title="Link to this heading"></a></h2>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The schedule will very soon contain links to lesson material and exercises.</p>
+</div>
+<section id="day-1">
+<h3>Day 1<a class="headerlink" href="#day-1" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>13:00-13:30 - <strong>Welcome and introduction</strong></p>
+<ul>
+<li><p>Practical information (tools, communication, breaks, etc.)</p></li>
+<li><p>Motivation (reproducibility, robustness, distribution, improvement, trust, etc.)</p></li>
+<li><p>What will learn and achieve from this course?</p></li>
+<li><p><a class="reference internal" href="index.html#example-project"><span class="std std-ref">Example project: Simulating the motion of planets</span></a></p></li>
+</ul>
+</li>
+<li><p>13:30-14:45 (1.25h) - <strong>Introduction to version control with Git and GitHub (1/2)</strong></p>
+<ul>
+<li><p>Creating a repository and porting your project to Git and GitHub</p></li>
+<li><p>Basic commands</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 (1.5h) - <strong>Introduction to version control with Git and GitHub (2/2)</strong></p>
+<ul>
+<li><p>Branching and merging</p></li>
+<li><p>Recovering from typical mistakes</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <a class="reference internal" href="index.html#documentation"><span class="std std-ref">Code documentation</span></a></p>
+<ul>
+<li><p>In-code documentation including docstrings</p></li>
+<li><p>Writing good README files</p></li>
+<li><p>Markdown</p></li>
+<li><p>Sphinx</p></li>
+<li><p>Building documentation with GitHub Actions</p></li>
+<li><p>Jupyter Notebooks</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-2">
+<h3>Day 2<a class="headerlink" href="#day-2" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="index.html#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (1/2)</p>
+<ul>
+<li><p><a class="reference internal" href="index.html#concepts"><span class="std std-ref">Concepts around collaboration</span></a> (10 min)</p></li>
+<li><p><a class="reference internal" href="index.html#same-repository"><span class="std std-ref">Collaborating within the same repository</span></a> (40 min)</p></li>
+<li><p><a class="reference internal" href="index.html#code-review"><span class="std std-ref">Practicing code review</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="index.html#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (2/2)</p>
+<ul>
+<li><p><a class="reference internal" href="index.html#forking-workflow"><span class="std std-ref">How to contribute changes to repositories that belong to others</span></a> (50 min)</p></li>
+<li><p><a class="reference internal" href="index.html#collaboration-demo-discussion"><span class="std std-ref">Conclict resolution, rebasing, and organizational strategies</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-3">
+<h3>Day 3<a class="headerlink" href="#day-3" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="index.html#testing"><span class="std std-ref">Automated testing</span></a></p>
+<ul>
+<li><p>Unit tests</p></li>
+<li><p>End-to-end tests</p></li>
+<li><p>pytest</p></li>
+<li><p>GitHub Actions</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="index.html#reusable"><span class="std std-ref">How to make the project more reusable</span></a></p>
+<ul>
+<li><p>Tracking dependencies with requirements.txt and environment.yml</p></li>
+<li><p>Recording environments in containers</p></li>
+</ul>
+</li>
+<li><p>13:00-14:45 - <a class="reference internal" href="index.html#refactoring"><span class="std std-ref">Code quality and good practices</span></a></p>
+<ul>
+<li><p>Naming (and other) conventions, project organization, modularity</p></li>
+<li><p>Refactoring (explained through examples)</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it</p></li>
+<li><p>Structuring larger software projects in a modular way</p></li>
+<li><p>Command-line interfaces</p></li>
+<li><p>Workflows with Snakemake</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 - <a class="reference internal" href="index.html#publishing"><span class="std std-ref">How to release and publish your code</span></a></p>
+<ul>
+<li><p>Licenses</p></li>
+<li><p>Publishing the code via Zenodo</p></li>
+<li><p>Packaging the code</p></li>
+<li><p>Sharing the code via PyPI</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="if-we-have-time-left">
+<h3>If we have time left<a class="headerlink" href="#if-we-have-time-left" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p><a class="reference internal" href="index.html#profiling"><span class="std std-ref">Profiling memory and CPU usage</span></a></p></li>
+</ul>
+<div class="toctree-wrapper compound">
+<span id="document-installation/conda"></span><section id="conda-environment">
+<span id="conda"></span><h4>Conda environment<a class="headerlink" href="#conda-environment" title="Link to this heading"></a></h4>
+<p>A Conda environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file that documents the dependencies:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coderefinery</span>
+<span class="nt">channels</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">conda-forge</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bioconda</span>
+<span class="nt">dependencies</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python &gt;= 3.10</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">black</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">click</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flit</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ipywidgets</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">isort</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab_code_formatter</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab-git</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">matplotlib</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">myst-parser</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">nbdime</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">numpy</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pandas</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest-cov</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scalene</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">seaborn</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">snakemake-minimal</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autoapi</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autobuild</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx_rtd_theme &gt;= 2.0</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">vulture</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scikit-image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h5>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h5>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create an <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="choose-the-tool-to-manage-the-environment">
+<h5>Choose the tool to manage the environment<a class="headerlink" href="#choose-the-tool-to-manage-the-environment" title="Link to this heading"></a></h5>
+<p>If you are already using one of these tools, please continue using the tool that you like and know.
+If you are new to this, <strong>we recommend using Miniconda or Miniforge</strong>.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://docs.anaconda.com/anaconda/install/">Anaconda</a></p>
+<ul>
+<li><p>Advantages: easy to install, easy to use, good for beginners</p></li>
+<li><p>Disadvantages: large download, installs more than we will need, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://docs.anaconda.com/miniconda/">Miniconda</a></p>
+<ul>
+<li><p>Advantages: small size, installs only what you need</p></li>
+<li><p>Disadvantages: no graphical interface, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://github.com/conda-forge/miniforge">Miniforge</a></p>
+<ul>
+<li><p>Advantages: small size, no license restrictions</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html">Micromamba</a></p>
+<ul>
+<li><p>Advantages: fast, small size</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://pixi.sh/latest/">Pixi</a></p>
+<ul>
+<li><p>Advantages: fast and new</p></li>
+<li><p>Disadvantages: new and less tested and not documented here</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="creating-the-virtual-environment">
+<h5>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h5>
+<ol class="arabic">
+<li><p>Open your terminal shell (e.g. Bash or Zsh).</p></li>
+<li><p>Activate <code class="docutils literal notranslate"><span class="pre">conda</span></code> using <code class="docutils literal notranslate"><span class="pre">conda</span> <span class="pre">activate</span></code> or <code class="docutils literal notranslate"><span class="pre">source</span> <span class="pre">~/miniconda3/bin/activate</span></code>.</p></li>
+<li><p>Run the following command:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>create<span class="w"> </span>--file<span class="w"> </span>environment.yml
+</pre></div>
+</div>
+</li>
+<li><p>Make sure that you see “coderefinery” in the output when you ask for a list of all available environments:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>list
+</pre></div>
+</div>
+</li>
+</ol>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h5>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h5>
+<p>(this will be added)</p>
+</section>
+</section>
+<span id="document-installation/virtual-environment"></span><section id="virtual-environment">
+<span id="venv"></span><h4>Virtual environment<a class="headerlink" href="#virtual-environment" title="Link to this heading"></a></h4>
+<p>A virtual environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file that documents the dependencies:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">black</span>
+<span class="n">click</span>
+<span class="n">flit</span>
+<span class="n">ipywidgets</span>
+<span class="n">isort</span>
+<span class="n">jupyterlab</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">code</span><span class="o">-</span><span class="n">formatter</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">git</span>
+<span class="n">matplotlib</span>
+<span class="n">myst</span><span class="o">-</span><span class="n">parser</span>
+<span class="n">nbdime</span>
+<span class="n">numpy</span>
+<span class="n">pandas</span>
+<span class="n">pytest</span>
+<span class="n">pytest</span><span class="o">-</span><span class="n">cov</span>
+<span class="n">scalene</span>
+<span class="n">seaborn</span>
+<span class="n">sphinx</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autoapi</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autobuild</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">vulture</span>
+<span class="n">scikit</span><span class="o">-</span><span class="n">image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h5>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h5>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="creating-the-virtual-environment">
+<h5>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h5>
+<p>Now create a virtual environment in this directory either using <a class="reference external" href="https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/">pip and
+venv</a>
+(more traditional and safer) or using <a class="reference external" href="https://docs.astral.sh/uv/">uv</a> (more modern but also less tested):</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-cGlwIGFuZCB2ZW52" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tab" tabindex="0">pip and venv</button><button aria-controls="panel-0-dXY=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-dXY=" name="dXY=" role="tab" tabindex="-1">uv</button></div><div aria-labelledby="tab-0-cGlwIGFuZCB2ZW52" class="sphinx-tabs-panel group-tab" id="panel-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-dXY=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-dXY=" name="dXY=" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h5>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h5>
+<p>(this will be added)</p>
+</section>
+</section>
+</div>
+<div class="toctree-wrapper compound">
+<span id="document-example"></span><section id="example-project-simulating-the-motion-of-planets">
+<span id="example-project"></span><h4>Example project: Simulating the motion of planets<a class="headerlink" href="#example-project-simulating-the-motion-of-planets" title="Link to this heading"></a></h4>
+<p>The <a class="reference external" href="https://github.com/workshop-material/planets">example code</a> that we will study
+is a hopefully simple N-body simulation written in Python. It is not important
+or expected that we understand the code in any detail.</p>
+<video controls="True" preload="auto" width="600"><source src="_images/animation.mp4" type="video/mp4"></video><p>The <strong>big picture</strong> is that the code simulates the motion of a number of
+planets:</p>
+<ul class="simple">
+<li><p>We can choose the number of planets.</p></li>
+<li><p>Each planet starts with a random position, velocity, and mass.</p></li>
+<li><p>At each time step, the code calculates the gravitational force between each
+pair of planets.</p></li>
+<li><p>The forces accelerate each planet, the acceleration modifies the velocity,
+the velocity modifies the position of each planet.</p></li>
+<li><p>We can choose the number of time steps.</p></li>
+<li><p>The units were chosen to make numbers easy to read.</p></li>
+</ul>
+<section id="example-run">
+<h5>Example run<a class="headerlink" href="#example-run" title="Link to this heading"></a></h5>
+<div class="admonition-instructor-note instructor-note admonition" id="instructor-note-0">
+<p class="admonition-title">Instructor note</p>
+<p>The instructor demonstrates running the code on their computer.</p>
+</div>
+<p>The code is written to accept <strong>command-line arguments</strong> to specify the number
+of planets and the number of time steps.</p>
+<p>We first generate starting data:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">10</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+</pre></div>
+</div>
+<p>The generated file (initial.csv) could look like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">px</span><span class="p">,</span><span class="n">py</span><span class="p">,</span><span class="n">pz</span><span class="p">,</span><span class="n">vx</span><span class="p">,</span><span class="n">vy</span><span class="p">,</span><span class="n">vz</span><span class="p">,</span><span class="n">mass</span>
+<span class="o">-</span><span class="mf">46.88</span><span class="p">,</span><span class="o">-</span><span class="mf">42.51</span><span class="p">,</span><span class="mf">88.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.86</span><span class="p">,</span><span class="o">-</span><span class="mf">0.18</span><span class="p">,</span><span class="mf">0.55</span><span class="p">,</span><span class="mf">6.70</span>
+<span class="o">-</span><span class="mf">5.29</span><span class="p">,</span><span class="mf">17.09</span><span class="p">,</span><span class="o">-</span><span class="mf">96.13</span><span class="p">,</span><span class="mf">0.66</span><span class="p">,</span><span class="mf">0.45</span><span class="p">,</span><span class="o">-</span><span class="mf">0.17</span><span class="p">,</span><span class="mf">3.51</span>
+<span class="mf">83.53</span><span class="p">,</span><span class="o">-</span><span class="mf">92.83</span><span class="p">,</span><span class="o">-</span><span class="mf">68.77</span><span class="p">,</span><span class="o">-</span><span class="mf">0.26</span><span class="p">,</span><span class="o">-</span><span class="mf">0.48</span><span class="p">,</span><span class="mf">0.24</span><span class="p">,</span><span class="mf">6.84</span>
+<span class="o">-</span><span class="mf">36.31</span><span class="p">,</span><span class="mf">25.48</span><span class="p">,</span><span class="mf">64.16</span><span class="p">,</span><span class="mf">0.85</span><span class="p">,</span><span class="mf">0.75</span><span class="p">,</span><span class="o">-</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">1.53</span>
+<span class="o">-</span><span class="mf">68.38</span><span class="p">,</span><span class="o">-</span><span class="mf">17.21</span><span class="p">,</span><span class="o">-</span><span class="mf">97.07</span><span class="p">,</span><span class="mf">0.60</span><span class="p">,</span><span class="mf">0.26</span><span class="p">,</span><span class="mf">0.69</span><span class="p">,</span><span class="mf">6.63</span>
+<span class="o">-</span><span class="mf">48.37</span><span class="p">,</span><span class="o">-</span><span class="mf">48.74</span><span class="p">,</span><span class="mf">3.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.93</span><span class="p">,</span><span class="mf">8.60</span>
+<span class="mf">40.53</span><span class="p">,</span><span class="o">-</span><span class="mf">75.50</span><span class="p">,</span><span class="mf">44.18</span><span class="p">,</span><span class="o">-</span><span class="mf">0.62</span><span class="p">,</span><span class="o">-</span><span class="mf">0.31</span><span class="p">,</span><span class="o">-</span><span class="mf">0.53</span><span class="p">,</span><span class="mf">8.04</span>
+<span class="o">-</span><span class="mf">27.21</span><span class="p">,</span><span class="mf">10.78</span><span class="p">,</span><span class="o">-</span><span class="mf">78.82</span><span class="p">,</span><span class="o">-</span><span class="mf">0.09</span><span class="p">,</span><span class="o">-</span><span class="mf">0.55</span><span class="p">,</span><span class="o">-</span><span class="mf">0.03</span><span class="p">,</span><span class="mf">5.35</span>
+<span class="mf">88.42</span><span class="p">,</span><span class="o">-</span><span class="mf">74.95</span><span class="p">,</span><span class="o">-</span><span class="mf">45.85</span><span class="p">,</span><span class="mf">0.81</span><span class="p">,</span><span class="mf">0.68</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">5.36</span>
+<span class="mf">39.09</span><span class="p">,</span><span class="mf">53.12</span><span class="p">,</span><span class="o">-</span><span class="mf">59.54</span><span class="p">,</span><span class="o">-</span><span class="mf">0.54</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">0.07</span><span class="p">,</span><span class="mf">8.98</span>
+</pre></div>
+</div>
+<p>Then we can simulate their motion (in this case for 20 steps):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">20</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv
+</pre></div>
+</div>
+<p>The <code class="docutils literal notranslate"><span class="pre">--output-file</span></code> (final.csv) is again a CSV file (comma-separated values)
+and contains the final positions of all planets.</p>
+<p>It is possible to run on <strong>multiple cores</strong> and to <strong>animate</strong> the result.
+Here is an example with 100 planets:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">100</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+
+<span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">50</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                     </span>--num-cores<span class="w"> </span><span class="m">8</span>
+</span>
+<span class="gp">$ </span>python<span class="w"> </span>animate.py<span class="w"> </span>--initial-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                    </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                    </span>--output-file<span class="w"> </span>animation.mp4
+</span></pre></div>
+</div>
+<div class="admonition-learning-goals admonition">
+<p class="admonition-title">Learning goals</p>
+<ul class="simple">
+<li><p>What are the most important steps to make this code <strong>reusable by others</strong>
+and <strong>our future selves</strong>?</p></li>
+<li><p>Be able to apply these techniques to your own code/script.</p></li>
+</ul>
+</div>
+<div class="admonition-we-will-not-focus-on admonition">
+<p class="admonition-title">We will not focus on …</p>
+<ul class="simple">
+<li><p>… how the code works internally in detail.</p></li>
+<li><p>… whether this is the most efficient algorithm.</p></li>
+<li><p>… whether the code is numerically stable.</p></li>
+<li><p>… how to code scales with the number of cores.</p></li>
+<li><p>… whether it is portable to other operating systems (we will discuss this later).</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-documentation"></span><section id="code-documentation">
+<span id="documentation"></span><h4>Code documentation<a class="headerlink" href="#code-documentation" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>15 min: What makes good documentation? Also https://diataxis.fr/</p></li>
+<li><p>15 min: Writing good README files</p></li>
+<li><p>30 min: Exercise: Set up a Sphinx documentation and add API documentation</p></li>
+<li><p>15 min: Building documentation with GitHub Actions</p></li>
+</ul>
+<p>requirements.txt:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sphinx</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">sphinx_autobuild</span>
+<span class="n">sphinx_autoapi</span>
+<span class="n">myst_parser</span>
+</pre></div>
+</div>
+<p>conf.py:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">extensions</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;myst_parser&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;autoapi.extension&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">autoapi_dirs</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;..&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</section>
+<span id="document-collaboration"></span><section id="collaborative-version-control-and-code-review">
+<span id="collaboration"></span><h4>Collaborative version control and code review<a class="headerlink" href="#collaborative-version-control-and-code-review" title="Link to this heading"></a></h4>
+<div class="toctree-wrapper compound">
+<span id="document-collaboration/concepts"></span><section id="concepts-around-collaboration">
+<span id="concepts"></span><h5>Concepts around collaboration<a class="headerlink" href="#concepts-around-collaboration" title="Link to this heading"></a></h5>
+<div class="admonition-objectives objectives admonition" id="objectives-0">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Be able to decide whether to divide work at the branch level or at the repository level.</p></li>
+</ul>
+</div>
+<section id="commits-branches-repositories-forks-clones">
+<h6>Commits, branches, repositories, forks, clones<a class="headerlink" href="#commits-branches-repositories-forks-clones" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p><strong>repository</strong>: The project, contains all data and history (commits, branches, tags).</p></li>
+<li><p><strong>commit</strong>: Snapshot of the project, gets a unique identifier (e.g. <code class="docutils literal notranslate"><span class="pre">c7f0e8bfc718be04525847fc7ac237f470add76e</span></code>).</p></li>
+<li><p><strong>branch</strong>: Independent development line. The main development line is often called <code class="docutils literal notranslate"><span class="pre">main</span></code>.</p></li>
+<li><p><strong>tag</strong>: A pointer to one commit, to be able to refer to it later. Like a <a class="reference external" href="https://en.wikipedia.org/wiki/Commemorative_plaque">commemorative plaque</a>
+that you attach to a particular commit (e.g. <code class="docutils literal notranslate"><span class="pre">phd-printed</span></code> or <code class="docutils literal notranslate"><span class="pre">paper-submitted</span></code>).</p></li>
+<li><p><strong>cloning</strong>: Copying the whole repository to your laptop - the first time. It is not necessary to download each file one by one.</p></li>
+<li><p><strong>forking</strong>: Taking a copy of a repository (which is typically not yours) - your
+copy (fork) stays on GitHub/GitLab and you can make changes to your copy.</p></li>
+</ul>
+</section>
+<section id="cloning-a-repository">
+<h6>Cloning a repository<a class="headerlink" href="#cloning-a-repository" title="Link to this heading"></a></h6>
+<p>In order to make a complete copy a whole repository, the <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span></code> command
+can be used. When cloning, all the files, of all or selected branches, of a
+repository are copied in one operation. Cloning of a repository is of relevance
+in a few different situations:</p>
+<ul class="simple">
+<li><p>Working on your own, cloning is the operation that you can use to create
+multiple instances of a repository on, for instance, a personal computer, a
+server, and a supercomputer.</p></li>
+<li><p>The parent repository could be a repository that you or your colleague own. A
+common use case for cloning is when working together within a smaller team
+where everyone has read and write access to the same git repository.</p></li>
+<li><p>Alternatively, cloning can be made from a public repository of a code that
+you would like to use. Perhaps you have no intention to work on the code, but
+would like to stay in tune with the latest developments, also in-between
+releases of new versions of the code.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<a class="with-border reference internal image-reference" href="_images/forkandclone.png"><img alt="Forking and cloning" class="with-border" src="_images/forkandclone.png" style="width: 100%;" /></a>
+<figcaption>
+<p><span class="caption-text">Forking and cloning</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</section>
+<section id="forking-a-repository">
+<h6>Forking a repository<a class="headerlink" href="#forking-a-repository" title="Link to this heading"></a></h6>
+<p>When a fork is made on GitHub/GitLab a complete copy, of all or selected
+branches, of the repository is made. The copy will reside under a different
+account on GitHub/GitLab. Forking of a repository is of high relevance when
+working with a git repository to which you do not have write access.</p>
+<ul class="simple">
+<li><p>In the fork repository commits can be made to the base branch (<code class="docutils literal notranslate"><span class="pre">main</span></code> or
+<code class="docutils literal notranslate"><span class="pre">master</span></code>), and to other branches.</p></li>
+<li><p>The commits that are made within the branches of the fork repository can be
+contributed back to the parent repository by means of pull or merge requests.</p></li>
+</ul>
+</section>
+<section id="synchronizing-changes-between-repositories">
+<h6>Synchronizing changes between repositories<a class="headerlink" href="#synchronizing-changes-between-repositories" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>We need a mechanism to communicate changes between the repositories.</p></li>
+<li><p>We will <strong>pull</strong> or <strong>fetch</strong> updates <strong>from</strong> remote repositories (we will soon discuss the difference between pull and fetch).</p></li>
+<li><p>We will <strong>push</strong> updates <strong>to</strong> remote repositories.</p></li>
+<li><p>We will learn how to suggest changes within repositories on GitHub and across repositories (<strong>pull request</strong>).</p></li>
+<li><p>Repositories that are forked or cloned do not automatically synchronize themselves:
+We will learn how to update forks (by pulling from the “central” repository).</p></li>
+<li><p>A main difference between cloning a repository and forking a repository is that the former is a general operation for generating copies of a repository to different computers, whereas forking is a particular operation implemented on GitHub/GitLab.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-collaboration/same-repository"></span><section id="collaborating-within-the-same-repository">
+<span id="same-repository"></span><h5>Collaborating within the same repository<a class="headerlink" href="#collaborating-within-the-same-repository" title="Link to this heading"></a></h5>
+<p>In this episode, we will learn how to collaborate within the same repository.
+We will learn how to cross-reference issues and pull requests, how to review
+pull requests, and how to use draft pull requests.</p>
+<p>This exercise will form a good basis for collaboration that is suitable for
+most research groups.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>When you read or hear <strong>pull request</strong>, please think of a <strong>change proposal</strong>.</p>
+</div>
+<section id="exercise">
+<h6>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h6>
+<p>In this exercise, we will contribute to a repository via a <strong>pull request</strong>.
+This means that you propose some change, and then it is accepted (or not).</p>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul>
+<li><p><strong>First we need to get access</strong> to the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise repository</a> to which we will
+contribute.</p>
+<ul class="simple">
+<li><p>Instructor collects GitHub usernames from learners and adds them as collaborators to the exercise repository
+(Settings -&gt; Collaborators and teams -&gt; Manage access -&gt; Add people).</p></li>
+</ul>
+</li>
+<li><p><strong>Don’t forget to accept the invitation</strong></p>
+<ul class="simple">
+<li><p>Check <a class="reference external" href="https://github.com/settings/organizations/">https://github.com/settings/organizations/</a></p></li>
+<li><p>Alternatively check the inbox for the email account you registered with
+GitHub. GitHub emails you an invitation link, but if you don’t receive it
+you can go to your GitHub notifications in the top right corner. The
+maintainer can also “copy invite link” and share it within the group.</p></li>
+</ul>
+</li>
+<li><p><strong>Watching and unwatching repositories</strong></p>
+<ul class="simple">
+<li><p>Now that you are a collaborator, you get notified about new issues and pull
+requests via email.</p></li>
+<li><p>If you do not wish this, you can “unwatch” a repository (top of
+the project page).</p></li>
+<li><p>However, we recommend watching repositories you are interested
+in. You can learn things from experts just by watching the
+activity that come through a popular project.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<img alt="Unwatching a repository" src="_images/unwatch.png" />
+<figcaption>
+<p><span class="caption-text">Unwatch a repository by clicking “Unwatch” in the repository view,
+then “Participating and &#64;mentions” - this way, you will get
+notifications about your own interactions.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong> (from installation instructions):</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from the previous workshop day (not repeated here):</p>
+<ul class="simple">
+<li><p>Cloning a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Submit a pull request towards the main branch.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>If you create the changes locally, you will need to <strong>push</strong> them to the remote repository.</p></li>
+<li><p>Learning what a protected branch is and how to modify a protected branch: using a pull request.</p></li>
+<li><p>Cross-referencing issues and pull requests.</p></li>
+<li><p>Practice to review a pull request.</p></li>
+<li><p>Learn about the value of draft pull requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Start in the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise
+repository</a> and open an
+issue where you describe the change you want to make. Note down the issue
+number since you will need it later.</p></li>
+<li><p>Create a new branch.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit
+cross-reference the issue you opened (see the walk-through below
+for how to do that).</p></li>
+<li><p>Push your new branch (with the new commit) to the repository you
+are working on.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>Review somebody else’s pull request and give constructive feedback. Merge their pull request.</p></li>
+<li><p>Try to create a new branch with some half-finished work and open a draft
+pull request. Verify that the draft pull request cannot be merged since it
+is not meant to be merged yet.</p></li>
+</ol>
+</div>
+</section>
+<section id="solution-and-hints">
+<h6>Solution and hints<a class="headerlink" href="#solution-and-hints" title="Link to this heading"></a></h6>
+<section id="opening-an-issue">
+<h6 aria-level="7">(1) Opening an issue<a class="headerlink" href="#opening-an-issue" title="Link to this heading"></a></h6>
+<p>This is done through the GitHub web interface.  For example, you could
+give the name of the recipe you want to add (so that others don’t add
+the same one).  It is the “Issues” tab.</p>
+</section>
+<section id="create-a-new-branch">
+<h6 aria-level="7">(2) Create a new branch.<a class="headerlink" href="#create-a-new-branch" title="Link to this heading"></a></h6>
+<p>If on GitHub, you can make the branch in the web interface.</p>
+</section>
+<section id="make-a-change-adding-the-recipe">
+<h6 aria-level="7">(3) Make a change adding the recipe<a class="headerlink" href="#make-a-change-adding-the-recipe" title="Link to this heading"></a></h6>
+<p>Add a new file with the recipe in it.  Commit the file. In the commit
+message, include the note about the issue number, saying that this
+will close that issue.</p>
+<section id="cross-referencing-issues-and-pull-requests">
+<h6 aria-level="8">Cross-referencing issues and pull requests<a class="headerlink" href="#cross-referencing-issues-and-pull-requests" title="Link to this heading"></a></h6>
+<p>Each issue and each pull request gets a number and you can cross-reference them.</p>
+<p>When you open an issue, note down the issue number (in this case it is <code class="docutils literal notranslate"><span class="pre">#2</span></code>):</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/issue-number.png"><img alt="Each issue gets a number" class="with-border" src="_images/issue-number.png" style="width: 60%;" /></a>
+</figure>
+<p>You can reference this issue number in a commit message or in a pull request, like in this
+commit message:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>this is the new recipe; fixes #2
+</pre></div>
+</div>
+<p>If you forget to do that in your commit message, you can also reference the issue
+in the pull request description. And instead of <code class="docutils literal notranslate"><span class="pre">fixes</span></code> you can also use <code class="docutils literal notranslate"><span class="pre">closes</span></code> or <code class="docutils literal notranslate"><span class="pre">resolves</span></code>
+or <code class="docutils literal notranslate"><span class="pre">fix</span></code> or <code class="docutils literal notranslate"><span class="pre">close</span></code> or <code class="docutils literal notranslate"><span class="pre">resolve</span></code> (case insensitive).</p>
+<p>Here are all the keywords that GitHub recognizes:
+<a class="reference external" href="https://help.github.com/en/articles/closing-issues-using-keywords">https://help.github.com/en/articles/closing-issues-using-keywords</a></p>
+<p>Then observe what happens in the issue once your commit gets merged: it will
+automatically close the issue and create a link between the issue and the
+commit. This is very useful for tracking what changes were made in response to
+which issue and to know from when until when precisely the issue was open.</p>
+</section>
+</section>
+<section id="push-to-github-as-a-new-branch">
+<h6 aria-level="7">(4) Push to GitHub as a new branch<a class="headerlink" href="#push-to-github-as-a-new-branch" title="Link to this heading"></a></h6>
+<p>Push the branch to the repository. You should end up with a branch
+visible in the GitHub web view.</p>
+<p>This is only necessary if you created the changes locally. If you created the
+changes directly on GitHub, you can skip this step.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-VlMgQ29kZQ==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tab" tabindex="0">VS Code</button><button aria-controls="panel-0-Q29tbWFuZCBsaW5l" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tab" tabindex="-1">Command line</button></div><div aria-labelledby="tab-0-VlMgQ29kZQ==" class="sphinx-tabs-panel group-tab" id="panel-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tabpanel" tabindex="0"><p>In VS Code, you can “publish the branch” to the remote repository by clicking
+the cloud icon in the bottom left corner of the window:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/vscode-publish-branch.png"><img alt="Publishing a branch in VS Code" class="with-border" src="_images/vscode-publish-branch.png" style="width: 60%;" /></a>
+</figure>
+</div><div aria-labelledby="tab-0-Q29tbWFuZCBsaW5l" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tabpanel" tabindex="0"><p>If you have a local branch <code class="docutils literal notranslate"><span class="pre">my-branch</span></code> and you want to push it to the remote
+and make it visible there, first verify what your remote is:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book.git (push)</span>
+</pre></div>
+</div>
+<p>In this case the remote is called <code class="docutils literal notranslate"><span class="pre">origin</span></code> and refers to the address
+git&#64;github.com:USER/recipe-book.git.  Both can be used
+interchangeably. Make sure it points to the right repository, ideally a
+repository that you can write to.</p>
+<p>Now that you have a remote, you can push your branch to it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will create a new branch on the remote repository with the same name as
+your local branch.</p>
+<p>You can also do this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>--set-upstream<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will connect the local branch and the remote branch so that in the future
+you can just type <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span></code> and <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">pull</span></code> without specifying the branch name
+(but this depends on your Git configuration).</p>
+<p><strong>Troubleshooting</strong></p>
+<p>If you don’t have a remote yet, you can add it with (adjust <code class="docutils literal notranslate"><span class="pre">ADDRESS</span></code> to your repository address):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>add<span class="w"> </span>origin<span class="w"> </span>ADDRESS
+</pre></div>
+</div>
+<p>ADDRESS is the part that you copy from here:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/clone-address.png"><img alt="Copying the clone address from GitHub" class="with-border" src="_images/clone-address.png" style="width: 60%;" /></a>
+</figure>
+<p>If the remote points to the wrong place, you can change it with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>NEWADDRESS
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="open-a-pull-request-towards-the-main-branch">
+<h6 aria-level="7">(5) Open a pull request towards the main branch<a class="headerlink" href="#open-a-pull-request-towards-the-main-branch" title="Link to this heading"></a></h6>
+<p>This is done through the GitHub web interface.</p>
+</section>
+<section id="reviewing-pull-requests">
+<h6 aria-level="7">(6) Reviewing pull requests<a class="headerlink" href="#reviewing-pull-requests" title="Link to this heading"></a></h6>
+<p>You review through the GitHub web interface.</p>
+<p>Checklist for reviewing a pull request:</p>
+<ul class="simple">
+<li><p>Be kind, on the other side is a human who has put effort into this.</p></li>
+<li><p>Be constructive: if you see a problem, suggest a solution.</p></li>
+<li><p>Towards which branch is this directed?</p></li>
+<li><p>Is the title descriptive?</p></li>
+<li><p>Is the description informative?</p></li>
+<li><p>Scroll down to see commits.</p></li>
+<li><p>Scroll down to see the changes.</p></li>
+<li><p>If you get incredibly many changes, also consider the license or copyright
+and ask where all that code is coming from.</p></li>
+<li><p>Again, be kind and constructive.</p></li>
+<li><p>Later we will learn how to suggest changes directly in the pull request.</p></li>
+</ul>
+<p>If someone is new, it’s often nice to say something encouraging in the
+comments before merging (even if it’s just “thanks”).  If all is good
+and there’s not much else to say, you could merge directly.</p>
+</section>
+<section id="draft-pull-requests">
+<h6 aria-level="7">(7) Draft pull requests<a class="headerlink" href="#draft-pull-requests" title="Link to this heading"></a></h6>
+<p>Try to create a draft pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/draft-pr.png"><img alt="Creating a draft pull request" class="with-border" src="_images/draft-pr.png" style="width: 60%;" /></a>
+</figure>
+<p>Verify that the draft pull request cannot be merged until it is marked as ready
+for review:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/draft-pr-wip.png"><img alt="Draft pull request cannot be merged" class="with-border" src="_images/draft-pr-wip.png" style="width: 60%;" /></a>
+</figure>
+<p>Draft pull requests can be useful for:</p>
+<ul class="simple">
+<li><p><strong>Feedback</strong>: You can open a pull request early to get feedback on your work without
+signaling that it is ready to merge.</p></li>
+<li><p><strong>Information</strong>: They can help communicating to others that a change is coming up and in
+progress.</p></li>
+</ul>
+</section>
+<section id="what-is-a-protected-branch-and-how-to-modify-it">
+<h6 aria-level="7">What is a protected branch? And how to modify it?<a class="headerlink" href="#what-is-a-protected-branch-and-how-to-modify-it" title="Link to this heading"></a></h6>
+<p>A protected branch on GitHub or GitLab is a branch that cannot (accidentally)
+deleted or force-pushed to. It is also possible to require that a branch cannot
+be directly pushed to or modified, but that changes must be submitted via a
+pull request.</p>
+<p>To protect a branch in your own repository, go to “Settings” -&gt; “Branches”.</p>
+</section>
+<section id="summary">
+<h6 aria-level="7">Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>We used all the same pieces that we’ve learned previously.</p></li>
+<li><p>But we successfully contributed to a collaborative project!</p></li>
+<li><p>The pull request allowed us to contribute without changing directly:
+this is very good when it’s not mainly our project.</p></li>
+</ul>
+</section>
+</section>
+</section>
+<span id="document-collaboration/code-review"></span><section id="practicing-code-review">
+<span id="code-review"></span><h5>Practicing code review<a class="headerlink" href="#practicing-code-review" title="Link to this heading"></a></h5>
+<p>In this episode we will practice the code review process. We will learn how to
+ask for changes in a pull request, how to suggest a change in a pull request,
+and how to modify a pull request.</p>
+<p>This will enable research groups to work more collaboratively and to not only
+improve the code quality but also to learn from each other.</p>
+<section id="exercise">
+<h6>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h6>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<p>We can continue in the same exercise repository which we have used in the
+previous episode.</p>
+</div>
+<div class="admonition-exercise-practicing-code-review-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Practicing code review (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>As a reviewer, we will learn how to ask for changes in a pull request.</p></li>
+<li><p>As a reviewer, we will learn how to suggest a change in a pull request.</p></li>
+<li><p>As a submitter, we will learn how to modify a pull request without closing
+the incomplete one and opening a new one.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Create a new branch and one or few commits: in these improve something but also
+deliberately introduce a typo and also a larger mistake which we will want to fix during the code review.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>As a reviewer to somebody else’s pull request, ask for an improvement and
+also directly suggest a change for the small typo. (Hint:
+suggestions are possible through the GitHub web interface, view of
+a pull request, “Files changed” view, after selecting some lines.
+Look for the “±” button.)</p></li>
+<li><p>As the submitter, learn how to accept the suggested change.  (Hint:
+GitHub web interface, “Files Changed” view.)</p></li>
+<li><p>As the submitter, improve the pull request without having to close and open
+a new one: by adding a new commit to the same branch. (Hint: push
+to the branch again.)</p></li>
+<li><p>Once the changes are addressed, merge the pull request.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h6>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h6>
+<p>From here on out, we don’t give detailed steps to the solution.  You
+need to combine what you know, and the extra info below, in order to
+solve the above.</p>
+<section id="how-to-ask-for-changes-in-a-pull-request">
+<h6 aria-level="7">How to ask for changes in a pull request<a class="headerlink" href="#how-to-ask-for-changes-in-a-pull-request" title="Link to this heading"></a></h6>
+<p>Technically, there are at least two common ways to ask for changes in a pull
+request.</p>
+<p>Either in the comment field of the pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/comment.png"><img alt="Screenshot of a pull request comment field" class="with-border" src="_images/comment.png" style="width: 60%;" /></a>
+</figure>
+<p>Or by using the “Review changes”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/files-changed.png"><img alt="Screenshot of a pull request navigating to the &quot;Review changes&quot; tab" class="with-border" src="_images/files-changed.png" style="width: 100%;" /></a>
+</figure>
+<p>And always please be kind and constructive in your comments. Remember that the
+goal is not gate-keeping but <strong>collaborative learning</strong>.</p>
+</section>
+<section id="how-to-suggest-a-change-in-a-pull-request-as-a-reviewer">
+<h6 aria-level="7">How to suggest a change in a pull request as a reviewer<a class="headerlink" href="#how-to-suggest-a-change-in-a-pull-request-as-a-reviewer" title="Link to this heading"></a></h6>
+<p>If you see a very small problem that is easy to fix, you can suggest a change
+as a reviewer.</p>
+<p>Instead of asking the submitter to tiny problem, you can suggest a change by
+clicking on the plus sign next to the line number in the “Files changed” tab:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/leave-comment.png"><img alt="Screenshot of leaving a comment to a line in a pull request" class="with-border" src="_images/leave-comment.png" style="width: 100%;" /></a>
+</figure>
+<p>Here you can comment on specific lines or even line ranges.</p>
+<p>But now the interesting part is to click on the “Add a suggestion” symbol (the
+one that looks like plus and minus). Now you can fix the tiny problem (in this
+case a typo) and then click on the “Add single comment” button:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/add-suggestion.png"><img alt="Sequence of clicks to add a suggestion to a line in a pull request" class="with-border" src="_images/add-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>The result is this and the submitter can accept the change with a single click:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/commit-suggestion.png"><img alt="Screenshot of a pull request with a suggested change" class="with-border" src="_images/commit-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>After accepting with “Commit suggestion”, the improvement gets added to the
+pull request.</p>
+</section>
+<section id="how-to-modify-a-pull-request-to-address-the-review-comments">
+<h6 aria-level="7">How to modify a pull request to address the review comments<a class="headerlink" href="#how-to-modify-a-pull-request-to-address-the-review-comments" title="Link to this heading"></a></h6>
+<p>If the reviewer asks for changes, it is not necessary to close the pull request
+and later open a new one. It can even be counter-productive to do so: This can
+fragment the discussion and the history of the pull request and can make it
+harder to understand the context of the changes.</p>
+<p>A much better mechanism to recognize that pull requests are not implemented
+from a specific commit to a specific branch, but <strong>always from a branch to a
+branch</strong>.</p>
+<p>This means that you can make amendments to the pull request by adding new
+commits to the same source branch. This way the pull request will be updated
+automatically and the reviewer can see the new changes and comment on them.</p>
+<p>The fact that pull requests are from branch to branch also strongly suggests
+that it is a good practice to create a new branch for each pull request.
+Otherwise you could accidentally modify an open pull request by adding new
+commits to the source branch.</p>
+</section>
+</section>
+<section id="summary">
+<h6>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>Our process isn’t just about code now.  It’s about discussion and
+working together to make the whole process better.</p></li>
+<li><p>GitHub discussions and reviewing are quite powerful and can make
+small changes easy.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-collaboration/forking-workflow"></span><section id="how-to-contribute-changes-to-repositories-that-belong-to-others">
+<span id="forking-workflow"></span><h5>How to contribute changes to repositories that belong to others<a class="headerlink" href="#how-to-contribute-changes-to-repositories-that-belong-to-others" title="Link to this heading"></a></h5>
+<p>In this episode we prepare you to suggest and contribute changes to
+repositories that belong to others. These might be open source projects that
+you use in your work.</p>
+<p>We will see how Git and services like GitHub or GitLab can be used to suggest
+modification without having to ask for write access to the repository and
+accept modifications without having to grant write access to others.</p>
+<section id="exercise">
+<h6>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h6>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul class="simple">
+<li><p>The exercise repository is now different:
+<a class="reference external" href="https://github.com/workshop-material/recipe-book-forking-exercise">https://github.com/workshop-material/recipe-book-forking-exercise</a> (note the <code class="docutils literal notranslate"><span class="pre">-forking-exercise</span></code>).</p></li>
+<li><p>First <strong>fork</strong> the exercise repository to your GitHub account.</p></li>
+<li><p>Then <strong>clone your fork</strong> to your computer (if you wish to work locally).</p></li>
+<li><p>Double-check that you have forked the correct repository.</p></li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Forking a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>Opening a pull request towards the upstream repository.</p></li>
+<li><p>Pull requests can be coupled with automated testing.</p></li>
+<li><p>Learning that your fork can get out of date.</p></li>
+<li><p>After the pull requests are merged, updating your fork with the changes.</p></li>
+<li><p>Learn how to approach other people’s repositories with ideas, changes, and requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Open an issue in the upstream exercise repository where you describe the
+change you want to make. Take note of the issue number.</p></li>
+<li><p>Create a new branch in your fork of the repository.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit cross-reference the issue you opened.
+See the walk-through below for how to do this.</p></li>
+<li><p>Open a pull request towards the upstream repository.</p></li>
+<li><p>The instructor will review and merge the pull requests.
+During the review, pay attention to the automated test step (here for
+demonstration purposes, we test whether the recipe contains an ingredients
+and an instructions sections).</p></li>
+<li><p>After few pull requests are merged, update your fork with the changes.</p></li>
+<li><p>Check that in your fork you can see changes from other people’s pull requests.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h6>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h6>
+<section id="help-i-don-t-have-permissions-to-push-my-local-changes">
+<h6 aria-level="7">Help! I don’t have permissions to push my local changes<a class="headerlink" href="#help-i-don-t-have-permissions-to-push-my-local-changes" title="Link to this heading"></a></h6>
+<p>Maybe you see an error like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Please make sure you have the correct access rights
+and the repository exists.
+</pre></div>
+</div>
+<p>Or like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>failed to push some refs to workshop-material/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+<p>In this case you probably try to push the changes not to your fork but to the original repository
+and in this exercise you do not have write access to the original repository.</p>
+<p>The simpler solution is to clone again but this time your fork.</p>
+<div class="admonition-recovery solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Recovery</p>
+<p>But if you want to keep your local changes, you can change the remote URL to point to your fork.
+Check where your remote points to with <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">remote</span> <span class="pre">--verbose</span></code>.</p>
+<p>It should look like this (replace <code class="docutils literal notranslate"><span class="pre">USER</span></code> with your GitHub username):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>It should <strong>not</strong> look like this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>In this case you can adjust “origin” to point to your fork with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>git@github.com:USER/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+</div>
+</section>
+<section id="opening-a-pull-request-towards-the-upstream-repository">
+<h6 aria-level="7">Opening a pull request towards the upstream repository<a class="headerlink" href="#opening-a-pull-request-towards-the-upstream-repository" title="Link to this heading"></a></h6>
+<p>We have learned in the previous episode that pull requests are always from
+branch to branch. But the branch can be in a different repository.</p>
+<p>When you open a pull request in a fork, by default GitHub will suggest to
+direct it towards the default branch of the upstream repository.</p>
+<p>This can be changed and it should always be verified, but in this case this is
+exactly what we want to do, from fork towards upstream:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/pull-request-form.png"><img alt="Screenshot of a pull request from fork towards upstream" class="with-border" src="_images/pull-request-form.png" style="width: 100%;" /></a>
+</figure>
+</section>
+<section id="pull-requests-can-be-coupled-with-automated-testing">
+<h6 aria-level="7">Pull requests can be coupled with automated testing<a class="headerlink" href="#pull-requests-can-be-coupled-with-automated-testing" title="Link to this heading"></a></h6>
+<p>We added an automated test here just for fun and so that you see that this is
+possible to do.</p>
+<p>In this exercise, the test is silly. It will check whether the recipe contains
+both an ingredients and an instructions section.</p>
+<p>In this example the test failed:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/all-checks-failed.png"><img alt="Screenshot of a failed test in a pull request" class="with-border" src="_images/all-checks-failed.png" style="width: 60%;" /></a>
+</figure>
+<p>Click on the “Details” link to see the details of the failed test:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/check-details.png"><img alt="Screenshot of details why the test failed" class="with-border" src="_images/check-details.png" style="width: 60%;" /></a>
+</figure>
+<p><strong>How can this be useful?</strong></p>
+<ul class="simple">
+<li><p>The project can define what kind of tests are expected to pass before a pull
+request can be merged.</p></li>
+<li><p>The reviewer can see the results of the tests, without having to run them
+locally.</p></li>
+</ul>
+<p><strong>How does it work?</strong></p>
+<ul class="simple">
+<li><p>We added a GitHub Actions workflow
+to automatically run on each push or pull request towards the <code class="docutils literal notranslate"><span class="pre">main</span></code> branch.</p></li>
+</ul>
+<p>What tests or steps can you image for your project to run automatically with
+each pull request?</p>
+</section>
+<section id="how-to-update-your-fork-with-changes-from-upstream">
+<h6 aria-level="7">How to update your fork with changes from upstream<a class="headerlink" href="#how-to-update-your-fork-with-changes-from-upstream" title="Link to this heading"></a></h6>
+<p>This used to be difficult but now it is two mouse clicks.</p>
+<p>Navigate to your fork and notice how GitHub tells you that your fork is behind.
+In my case, it is 9 commits behind upstream. To fix this, click on “Sync fork”
+and then “Update branch”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/sync-fork.png"><img alt="Screenshot on GitHub fork page showing that the fork is behind" class="with-border" src="_images/sync-fork.png" style="width: 80%;" /></a>
+</figure>
+<p>After the update my “branch is up to date” with the upstream repository:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/fork-after-update.png"><img alt="Screenshot on GitHub after fork has been updated" class="with-border" src="_images/fork-after-update.png" style="width: 80%;" /></a>
+</figure>
+</section>
+<section id="how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests">
+<h6 aria-level="7">How to approach other people’s repositories with ideas, changes, and requests<a class="headerlink" href="#how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests" title="Link to this heading"></a></h6>
+<p><strong>Contributing very minor changes</strong></p>
+<ul class="simple">
+<li><p>Clone or fork+clone repository</p></li>
+<li><p>Create a branch</p></li>
+<li><p>Commit and push change</p></li>
+<li><p>Open a pull request or merge request</p></li>
+</ul>
+<p><strong>If you observe an issue and have an idea how to fix it</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>Describe the problem</p></li>
+<li><p>If you have a suggestion on how to fix it, describe your suggestion</p></li>
+<li><p>Possibly <strong>discuss and get feedback</strong></p></li>
+<li><p>If you are working on the fix, indicate it in the issue so that others know that somebody is working on it and who is working on it</p></li>
+<li><p>Submit your fix as pull request or merge request which references/closes the issue</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Inform others about an observed problem</strong></p></li>
+<li><p>Make it clear whether this issue is up for grabs or already being worked on</p></li>
+</ul>
+</div>
+<p><strong>If you have an idea for a new feature</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>In the issue, write a short proposal for your suggested change or new feature</p></li>
+<li><p>Motivate why and how you wish to do this</p></li>
+<li><p>Also indicate where you are unsure and where you would like feedback</p></li>
+<li><p><strong>Discuss and get feedback before you code</strong></p></li>
+<li><p>Once you start coding, indicate that you are working on it</p></li>
+<li><p>Once you are done, submit your new feature as pull request or merge request which references/closes the issue/proposal</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Get agreement and feedback before writing 5000 lines of code</strong> which might be rejected</p></li>
+<li><p>If we later wonder why something was done, we have the issue/proposal as
+reference and can read up on the reasoning behind a code change</p></li>
+</ul>
+</div>
+</section>
+</section>
+<section id="summary">
+<h6>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>This forking workflow lets you propose changes to repositories for
+which <strong>you have no write access</strong>.</p></li>
+<li><p>This is the way that much modern open-source software works.</p></li>
+<li><p>You can now contribute to any project you can view.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-collaboration/demo-discussion"></span><section id="conclict-resolution-rebasing-and-organizational-strategies">
+<span id="collaboration-demo-discussion"></span><h5>Conclict resolution, rebasing, and organizational strategies<a class="headerlink" href="#conclict-resolution-rebasing-and-organizational-strategies" title="Link to this heading"></a></h5>
+<p>(40 min demo and discussion)</p>
+</section>
+</div>
+</section>
+<span id="document-testing"></span><section id="automated-testing">
+<span id="testing"></span><h4>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: End-to-end tests</p></li>
+<li><p>15 min: Pytest</p></li>
+<li><p>15 min: Moving to GitHub Actions</p></li>
+<li><p>20 min: Exercise</p></li>
+<li><p>10 min: Where to go from here</p></li>
+</ul>
+</section>
+<span id="document-reusable"></span><section id="how-to-make-the-project-more-reusable">
+<span id="reusable"></span><h4>How to make the project more reusable<a class="headerlink" href="#how-to-make-the-project-more-reusable" title="Link to this heading"></a></h4>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: Best practices for managing dependencies in Python</p></li>
+<li><p>20 min: Exercise</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>10 min: Introduction to containers</p></li>
+<li><p>20 min: Demonstration</p></li>
+<li><p>10 min: Discussion</p></li>
+</ul>
+</section>
+<span id="document-refactoring"></span><section id="code-quality-and-good-practices">
+<span id="refactoring"></span><h4>Code quality and good practices<a class="headerlink" href="#code-quality-and-good-practices" title="Link to this heading"></a></h4>
+<p>In this episode we will explore code quality and good practices in Python using
+a hands-on approach. We will together build up a small project and improve it
+step by step.</p>
+<p>We will start from a relatively simple image processing script which can read a
+telescope image of stars and our goal is to <strong>count the number of stars</strong> in
+the image. Later we will want to be able to process many such images.</p>
+<p>The (fictional) telescope images look like the one below here (<a class="reference external" href="https://github.com/workshop-material/random-star-images">in this
+repository</a> we can find more):</p>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="_images/stars.png"><img alt="Generated image representing a telescope image of stars" src="_images/stars.png" style="width: 60%;" /></a>
+<figcaption>
+<p><span class="caption-text">Generated image representing a telescope image of stars.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<div class="admonition-starting-point-spoiler-alert solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Starting point (spoiler alert)</p>
+<p>We can imagine that we pieced together the following code
+based on some examples we found online:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">skimage</span> <span class="kn">import</span> <span class="n">io</span><span class="p">,</span> <span class="n">filters</span><span class="p">,</span> <span class="n">color</span>
+<span class="kn">from</span> <span class="nn">skimage.measure</span> <span class="kn">import</span> <span class="n">label</span><span class="p">,</span> <span class="n">regionprops</span>
+
+
+<span class="n">image</span> <span class="o">=</span> <span class="n">io</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;stars.png&quot;</span><span class="p">)</span>
+<span class="n">sigma</span> <span class="o">=</span> <span class="mf">0.5</span>
+
+<span class="c1"># if there is a fourth channel (alpha channel), ignore it</span>
+<span class="n">rgb_image</span> <span class="o">=</span> <span class="n">image</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">gray_image</span> <span class="o">=</span> <span class="n">color</span><span class="o">.</span><span class="n">rgb2gray</span><span class="p">(</span><span class="n">rgb_image</span><span class="p">)</span>
+
+<span class="c1"># apply a gaussian filter to reduce noise</span>
+<span class="n">image_smooth</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">gaussian</span><span class="p">(</span><span class="n">gray_image</span><span class="p">,</span> <span class="n">sigma</span><span class="p">)</span>
+
+<span class="c1"># threshold the image to create a binary image (bright stars will be white, background black)</span>
+<span class="n">thresh</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">threshold_otsu</span><span class="p">(</span><span class="n">image_smooth</span><span class="p">)</span>
+<span class="n">binary_image</span> <span class="o">=</span> <span class="n">image_smooth</span> <span class="o">&gt;</span> <span class="n">thresh</span>
+
+<span class="c1"># label connected regions (stars) in the binary image</span>
+<span class="n">labeled_image</span> <span class="o">=</span> <span class="n">label</span><span class="p">(</span><span class="n">binary_image</span><span class="p">)</span>
+
+<span class="c1"># get properties of labeled regions</span>
+<span class="n">regions</span> <span class="o">=</span> <span class="n">regionprops</span><span class="p">(</span><span class="n">labeled_image</span><span class="p">)</span>
+
+<span class="c1"># extract star positions (centroids)</span>
+<span class="n">star_positions</span> <span class="o">=</span> <span class="p">[</span><span class="n">region</span><span class="o">.</span><span class="n">centroid</span> <span class="k">for</span> <span class="n">region</span> <span class="ow">in</span> <span class="n">regions</span><span class="p">]</span>
+
+<span class="c1"># plot the original image</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>
+
+<span class="c1"># overlay star positions with crosses</span>
+<span class="k">for</span> <span class="n">star</span> <span class="ow">in</span> <span class="n">star_positions</span><span class="p">:</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">star</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">star</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s2">&quot;rx&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">markeredgewidth</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s2">&quot;detected-stars.png&quot;</span><span class="p">,</span> <span class="n">dpi</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;number of stars detected: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">star_positions</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Discuss how we would solve the problem, run example code, and make it work
+as part of a Jupyter notebook.</p></li>
+<li><p>15 min: Refactor the positioning code into a function and a module</p></li>
+<li><p>15 min: Now we wish to process many images - discuss how we would approach this</p></li>
+<li><p>15 min: Introduce CLI and discuss the benefits</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: From a script to a workflow (using Snakemake)</p></li>
+<li><p>15 min: Discuss concepts</p>
+<ul>
+<li><p>Pure functions</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it: document-driven development</p></li>
+</ul>
+</li>
+</ul>
+<p>Bonus:</p>
+<ul class="simple">
+<li><p>Move it under Git</p></li>
+<li><p>Document dependencies</p></li>
+<li><p>Show nbdime, black, vulture, ruff</p></li>
+</ul>
+</section>
+<span id="document-publishing"></span><section id="how-to-release-and-publish-your-code">
+<span id="publishing"></span><h4>How to release and publish your code<a class="headerlink" href="#how-to-release-and-publish-your-code" title="Link to this heading"></a></h4>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>30 min: Overview over software licenses and code publishing</p></li>
+<li><p>15 min: We add a license, CFF file, and publish to Zenodo (sandbox)</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: Creating a Python package with the help of flit</p></li>
+<li><p>15 min: Deploy the package to test-PyPI using GitHub Actions</p></li>
+</ul>
+</section>
+<span id="document-profiling"></span><section id="profiling-memory-and-cpu-usage">
+<span id="profiling"></span><h4>Profiling memory and CPU usage<a class="headerlink" href="#profiling-memory-and-cpu-usage" title="Link to this heading"></a></h4>
+<p>Profilers:</p>
+<ul class="simple">
+<li><p>cProfile or profile</p></li>
+<li><p>line_profiler</p></li>
+<li><p>viztracer</p></li>
+<li><p>scalene</p></li>
+<li><p>Intel VTune</p></li>
+<li><p>PyInstrument</p></li>
+<li><p>py-spy</p></li>
+<li><p>Pyflame</p></li>
+<li><p>timeit</p></li>
+</ul>
+</section>
+</div>
+<div class="toctree-wrapper compound">
+<span id="document-credit"></span><section id="credit">
+<h4>Credit<a class="headerlink" href="#credit" title="Link to this heading"></a></h4>
+<p>The following material (all CC-BY) was reused to create this workshop material:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/research-software-engineering/">https://coderefinery.github.io/research-software-engineering/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/mini-workshop/">https://coderefinery.github.io/mini-workshop/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/git-collaborative/">https://coderefinery.github.io/git-collaborative/</a></p></li>
+</ul>
+<p>(I will also summarize what changes have been made to the original material)</p>
+</section>
+</div>
+</section>
+</section>
+</section>
+
+
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+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
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+             
+  <section id="automated-testing">
+<span id="testing"></span><h1>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h1>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: End-to-end tests</p></li>
+<li><p>15 min: Pytest</p></li>
+<li><p>15 min: Moving to GitHub Actions</p></li>
+<li><p>20 min: Exercise</p></li>
+<li><p>10 min: Where to go from here</p></li>
+</ul>
+</section>
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+<li class="toctree-l3"><a class="reference internal" href="#help-and-discussion">Help and discussion</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-ask-for-changes-in-a-pull-request">How to ask for changes in a pull request</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-suggest-a-change-in-a-pull-request-as-a-reviewer">How to suggest a change in a pull request as a reviewer</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-modify-a-pull-request-to-address-the-review-comments">How to modify a pull request to address the review comments</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#summary">Summary</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
+</ul>
+
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+          <li class="breadcrumb-item"><a href="../">Collaborative version control and code review</a></li>
+      <li class="breadcrumb-item active">Practicing code review</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="practicing-code-review">
+<span id="code-review"></span><h1>Practicing code review<a class="headerlink" href="#practicing-code-review" title="Link to this heading"></a></h1>
+<p>In this episode we will practice the code review process. We will learn how to
+ask for changes in a pull request, how to suggest a change in a pull request,
+and how to modify a pull request.</p>
+<p>This will enable research groups to work more collaboratively and to not only
+improve the code quality but also to learn from each other.</p>
+<section id="exercise">
+<h2>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h2>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<p>We can continue in the same exercise repository which we have used in the
+previous episode.</p>
+</div>
+<div class="admonition-exercise-practicing-code-review-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Practicing code review (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>As a reviewer, we will learn how to ask for changes in a pull request.</p></li>
+<li><p>As a reviewer, we will learn how to suggest a change in a pull request.</p></li>
+<li><p>As a submitter, we will learn how to modify a pull request without closing
+the incomplete one and opening a new one.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Create a new branch and one or few commits: in these improve something but also
+deliberately introduce a typo and also a larger mistake which we will want to fix during the code review.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>As a reviewer to somebody else’s pull request, ask for an improvement and
+also directly suggest a change for the small typo. (Hint:
+suggestions are possible through the GitHub web interface, view of
+a pull request, “Files changed” view, after selecting some lines.
+Look for the “±” button.)</p></li>
+<li><p>As the submitter, learn how to accept the suggested change.  (Hint:
+GitHub web interface, “Files Changed” view.)</p></li>
+<li><p>As the submitter, improve the pull request without having to close and open
+a new one: by adding a new commit to the same branch. (Hint: push
+to the branch again.)</p></li>
+<li><p>Once the changes are addressed, merge the pull request.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h2>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h2>
+<p>From here on out, we don’t give detailed steps to the solution.  You
+need to combine what you know, and the extra info below, in order to
+solve the above.</p>
+<section id="how-to-ask-for-changes-in-a-pull-request">
+<h3>How to ask for changes in a pull request<a class="headerlink" href="#how-to-ask-for-changes-in-a-pull-request" title="Link to this heading"></a></h3>
+<p>Technically, there are at least two common ways to ask for changes in a pull
+request.</p>
+<p>Either in the comment field of the pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/comment.png"><img alt="Screenshot of a pull request comment field" class="with-border" src="../../_images/comment.png" style="width: 60%;" /></a>
+</figure>
+<p>Or by using the “Review changes”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/files-changed.png"><img alt="Screenshot of a pull request navigating to the &quot;Review changes&quot; tab" class="with-border" src="../../_images/files-changed.png" style="width: 100%;" /></a>
+</figure>
+<p>And always please be kind and constructive in your comments. Remember that the
+goal is not gate-keeping but <strong>collaborative learning</strong>.</p>
+</section>
+<section id="how-to-suggest-a-change-in-a-pull-request-as-a-reviewer">
+<h3>How to suggest a change in a pull request as a reviewer<a class="headerlink" href="#how-to-suggest-a-change-in-a-pull-request-as-a-reviewer" title="Link to this heading"></a></h3>
+<p>If you see a very small problem that is easy to fix, you can suggest a change
+as a reviewer.</p>
+<p>Instead of asking the submitter to tiny problem, you can suggest a change by
+clicking on the plus sign next to the line number in the “Files changed” tab:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/leave-comment.png"><img alt="Screenshot of leaving a comment to a line in a pull request" class="with-border" src="../../_images/leave-comment.png" style="width: 100%;" /></a>
+</figure>
+<p>Here you can comment on specific lines or even line ranges.</p>
+<p>But now the interesting part is to click on the “Add a suggestion” symbol (the
+one that looks like plus and minus). Now you can fix the tiny problem (in this
+case a typo) and then click on the “Add single comment” button:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/add-suggestion.png"><img alt="Sequence of clicks to add a suggestion to a line in a pull request" class="with-border" src="../../_images/add-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>The result is this and the submitter can accept the change with a single click:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/commit-suggestion.png"><img alt="Screenshot of a pull request with a suggested change" class="with-border" src="../../_images/commit-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>After accepting with “Commit suggestion”, the improvement gets added to the
+pull request.</p>
+</section>
+<section id="how-to-modify-a-pull-request-to-address-the-review-comments">
+<h3>How to modify a pull request to address the review comments<a class="headerlink" href="#how-to-modify-a-pull-request-to-address-the-review-comments" title="Link to this heading"></a></h3>
+<p>If the reviewer asks for changes, it is not necessary to close the pull request
+and later open a new one. It can even be counter-productive to do so: This can
+fragment the discussion and the history of the pull request and can make it
+harder to understand the context of the changes.</p>
+<p>A much better mechanism to recognize that pull requests are not implemented
+from a specific commit to a specific branch, but <strong>always from a branch to a
+branch</strong>.</p>
+<p>This means that you can make amendments to the pull request by adding new
+commits to the same source branch. This way the pull request will be updated
+automatically and the reviewer can see the new changes and comment on them.</p>
+<p>The fact that pull requests are from branch to branch also strongly suggests
+that it is a good practice to create a new branch for each pull request.
+Otherwise you could accidentally modify an open pull request by adding new
+commits to the source branch.</p>
+</section>
+</section>
+<section id="summary">
+<h2>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Our process isn’t just about code now.  It’s about discussion and
+working together to make the whole process better.</p></li>
+<li><p>GitHub discussions and reviewing are quite powerful and can make
+small changes easy.</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../same-repository/" class="btn btn-neutral float-left" title="Collaborating within the same repository" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+<li class="toctree-l1"><a class="reference internal" href="../../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Concepts around collaboration</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#commits-branches-repositories-forks-clones">Commits, branches, repositories, forks, clones</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#cloning-a-repository">Cloning a repository</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#forking-a-repository">Forking a repository</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#synchronizing-changes-between-repositories">Synchronizing changes between repositories</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../code-review/">Practicing code review</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../credit/">Credit</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="concepts-around-collaboration">
+<span id="concepts"></span><h1>Concepts around collaboration<a class="headerlink" href="#concepts-around-collaboration" title="Link to this heading"></a></h1>
+<div class="admonition-objectives objectives admonition" id="objectives-0">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Be able to decide whether to divide work at the branch level or at the repository level.</p></li>
+</ul>
+</div>
+<section id="commits-branches-repositories-forks-clones">
+<h2>Commits, branches, repositories, forks, clones<a class="headerlink" href="#commits-branches-repositories-forks-clones" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p><strong>repository</strong>: The project, contains all data and history (commits, branches, tags).</p></li>
+<li><p><strong>commit</strong>: Snapshot of the project, gets a unique identifier (e.g. <code class="docutils literal notranslate"><span class="pre">c7f0e8bfc718be04525847fc7ac237f470add76e</span></code>).</p></li>
+<li><p><strong>branch</strong>: Independent development line. The main development line is often called <code class="docutils literal notranslate"><span class="pre">main</span></code>.</p></li>
+<li><p><strong>tag</strong>: A pointer to one commit, to be able to refer to it later. Like a <a class="reference external" href="https://en.wikipedia.org/wiki/Commemorative_plaque">commemorative plaque</a>
+that you attach to a particular commit (e.g. <code class="docutils literal notranslate"><span class="pre">phd-printed</span></code> or <code class="docutils literal notranslate"><span class="pre">paper-submitted</span></code>).</p></li>
+<li><p><strong>cloning</strong>: Copying the whole repository to your laptop - the first time. It is not necessary to download each file one by one.</p></li>
+<li><p><strong>forking</strong>: Taking a copy of a repository (which is typically not yours) - your
+copy (fork) stays on GitHub/GitLab and you can make changes to your copy.</p></li>
+</ul>
+</section>
+<section id="cloning-a-repository">
+<h2>Cloning a repository<a class="headerlink" href="#cloning-a-repository" title="Link to this heading"></a></h2>
+<p>In order to make a complete copy a whole repository, the <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span></code> command
+can be used. When cloning, all the files, of all or selected branches, of a
+repository are copied in one operation. Cloning of a repository is of relevance
+in a few different situations:</p>
+<ul class="simple">
+<li><p>Working on your own, cloning is the operation that you can use to create
+multiple instances of a repository on, for instance, a personal computer, a
+server, and a supercomputer.</p></li>
+<li><p>The parent repository could be a repository that you or your colleague own. A
+common use case for cloning is when working together within a smaller team
+where everyone has read and write access to the same git repository.</p></li>
+<li><p>Alternatively, cloning can be made from a public repository of a code that
+you would like to use. Perhaps you have no intention to work on the code, but
+would like to stay in tune with the latest developments, also in-between
+releases of new versions of the code.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<a class="with-border reference internal image-reference" href="../../_images/forkandclone.png"><img alt="Forking and cloning" class="with-border" src="../../_images/forkandclone.png" style="width: 100%;" /></a>
+<figcaption>
+<p><span class="caption-text">Forking and cloning</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</section>
+<section id="forking-a-repository">
+<h2>Forking a repository<a class="headerlink" href="#forking-a-repository" title="Link to this heading"></a></h2>
+<p>When a fork is made on GitHub/GitLab a complete copy, of all or selected
+branches, of the repository is made. The copy will reside under a different
+account on GitHub/GitLab. Forking of a repository is of high relevance when
+working with a git repository to which you do not have write access.</p>
+<ul class="simple">
+<li><p>In the fork repository commits can be made to the base branch (<code class="docutils literal notranslate"><span class="pre">main</span></code> or
+<code class="docutils literal notranslate"><span class="pre">master</span></code>), and to other branches.</p></li>
+<li><p>The commits that are made within the branches of the fork repository can be
+contributed back to the parent repository by means of pull or merge requests.</p></li>
+</ul>
+</section>
+<section id="synchronizing-changes-between-repositories">
+<h2>Synchronizing changes between repositories<a class="headerlink" href="#synchronizing-changes-between-repositories" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>We need a mechanism to communicate changes between the repositories.</p></li>
+<li><p>We will <strong>pull</strong> or <strong>fetch</strong> updates <strong>from</strong> remote repositories (we will soon discuss the difference between pull and fetch).</p></li>
+<li><p>We will <strong>push</strong> updates <strong>to</strong> remote repositories.</p></li>
+<li><p>We will learn how to suggest changes within repositories on GitHub and across repositories (<strong>pull request</strong>).</p></li>
+<li><p>Repositories that are forked or cloned do not automatically synchronize themselves:
+We will learn how to update forks (by pulling from the “central” repository).</p></li>
+<li><p>A main difference between cloning a repository and forking a repository is that the former is a general operation for generating copies of a repository to different computers, whereas forking is a particular operation implemented on GitHub/GitLab.</p></li>
+</ul>
+</section>
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+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
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+<li class="toctree-l2"><a class="reference internal" href="../code-review/">Practicing code review</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
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+           <div itemprop="articleBody">
+             
+  <section id="conclict-resolution-rebasing-and-organizational-strategies">
+<span id="collaboration-demo-discussion"></span><h1>Conclict resolution, rebasing, and organizational strategies<a class="headerlink" href="#conclict-resolution-rebasing-and-organizational-strategies" title="Link to this heading"></a></h1>
+<p>(40 min demo and discussion)</p>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../forking-workflow/" class="btn btn-neutral float-left" title="How to contribute changes to repositories that belong to others" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+<html class="writer-html5" lang="en" data-content_root="../../">
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+            Reproducible research software development using Python
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../search/" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../installation/conda/">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../same-repository/">Collaborating within the same repository</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../code-review/">Practicing code review</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">How to contribute changes to repositories that belong to others</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#exercise">Exercise</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#help-and-discussion">Help and discussion</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#help-i-don-t-have-permissions-to-push-my-local-changes">Help! I don’t have permissions to push my local changes</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#opening-a-pull-request-towards-the-upstream-repository">Opening a pull request towards the upstream repository</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#pull-requests-can-be-coupled-with-automated-testing">Pull requests can be coupled with automated testing</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-update-your-fork-with-changes-from-upstream">How to update your fork with changes from upstream</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests">How to approach other people’s repositories with ideas, changes, and requests</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#summary">Summary</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
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+          <li class="breadcrumb-item"><a href="../">Collaborative version control and code review</a></li>
+      <li class="breadcrumb-item active">How to contribute changes to repositories that belong to others</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/reproducible-python/blob/main/content/collaboration/forking-workflow.md" class="fa fa-github"> Edit on GitHub</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="how-to-contribute-changes-to-repositories-that-belong-to-others">
+<span id="forking-workflow"></span><h1>How to contribute changes to repositories that belong to others<a class="headerlink" href="#how-to-contribute-changes-to-repositories-that-belong-to-others" title="Link to this heading"></a></h1>
+<p>In this episode we prepare you to suggest and contribute changes to
+repositories that belong to others. These might be open source projects that
+you use in your work.</p>
+<p>We will see how Git and services like GitHub or GitLab can be used to suggest
+modification without having to ask for write access to the repository and
+accept modifications without having to grant write access to others.</p>
+<section id="exercise">
+<h2>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h2>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul class="simple">
+<li><p>The exercise repository is now different:
+<a class="reference external" href="https://github.com/workshop-material/recipe-book-forking-exercise">https://github.com/workshop-material/recipe-book-forking-exercise</a> (note the <code class="docutils literal notranslate"><span class="pre">-forking-exercise</span></code>).</p></li>
+<li><p>First <strong>fork</strong> the exercise repository to your GitHub account.</p></li>
+<li><p>Then <strong>clone your fork</strong> to your computer (if you wish to work locally).</p></li>
+<li><p>Double-check that you have forked the correct repository.</p></li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Forking a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>Opening a pull request towards the upstream repository.</p></li>
+<li><p>Pull requests can be coupled with automated testing.</p></li>
+<li><p>Learning that your fork can get out of date.</p></li>
+<li><p>After the pull requests are merged, updating your fork with the changes.</p></li>
+<li><p>Learn how to approach other people’s repositories with ideas, changes, and requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Open an issue in the upstream exercise repository where you describe the
+change you want to make. Take note of the issue number.</p></li>
+<li><p>Create a new branch in your fork of the repository.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit cross-reference the issue you opened.
+See the walk-through below for how to do this.</p></li>
+<li><p>Open a pull request towards the upstream repository.</p></li>
+<li><p>The instructor will review and merge the pull requests.
+During the review, pay attention to the automated test step (here for
+demonstration purposes, we test whether the recipe contains an ingredients
+and an instructions sections).</p></li>
+<li><p>After few pull requests are merged, update your fork with the changes.</p></li>
+<li><p>Check that in your fork you can see changes from other people’s pull requests.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h2>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h2>
+<section id="help-i-don-t-have-permissions-to-push-my-local-changes">
+<h3>Help! I don’t have permissions to push my local changes<a class="headerlink" href="#help-i-don-t-have-permissions-to-push-my-local-changes" title="Link to this heading"></a></h3>
+<p>Maybe you see an error like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Please make sure you have the correct access rights
+and the repository exists.
+</pre></div>
+</div>
+<p>Or like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>failed to push some refs to workshop-material/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+<p>In this case you probably try to push the changes not to your fork but to the original repository
+and in this exercise you do not have write access to the original repository.</p>
+<p>The simpler solution is to clone again but this time your fork.</p>
+<div class="admonition-recovery solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Recovery</p>
+<p>But if you want to keep your local changes, you can change the remote URL to point to your fork.
+Check where your remote points to with <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">remote</span> <span class="pre">--verbose</span></code>.</p>
+<p>It should look like this (replace <code class="docutils literal notranslate"><span class="pre">USER</span></code> with your GitHub username):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>It should <strong>not</strong> look like this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>In this case you can adjust “origin” to point to your fork with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>git@github.com:USER/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+</div>
+</section>
+<section id="opening-a-pull-request-towards-the-upstream-repository">
+<h3>Opening a pull request towards the upstream repository<a class="headerlink" href="#opening-a-pull-request-towards-the-upstream-repository" title="Link to this heading"></a></h3>
+<p>We have learned in the previous episode that pull requests are always from
+branch to branch. But the branch can be in a different repository.</p>
+<p>When you open a pull request in a fork, by default GitHub will suggest to
+direct it towards the default branch of the upstream repository.</p>
+<p>This can be changed and it should always be verified, but in this case this is
+exactly what we want to do, from fork towards upstream:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/pull-request-form.png"><img alt="Screenshot of a pull request from fork towards upstream" class="with-border" src="../../_images/pull-request-form.png" style="width: 100%;" /></a>
+</figure>
+</section>
+<section id="pull-requests-can-be-coupled-with-automated-testing">
+<h3>Pull requests can be coupled with automated testing<a class="headerlink" href="#pull-requests-can-be-coupled-with-automated-testing" title="Link to this heading"></a></h3>
+<p>We added an automated test here just for fun and so that you see that this is
+possible to do.</p>
+<p>In this exercise, the test is silly. It will check whether the recipe contains
+both an ingredients and an instructions section.</p>
+<p>In this example the test failed:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/all-checks-failed.png"><img alt="Screenshot of a failed test in a pull request" class="with-border" src="../../_images/all-checks-failed.png" style="width: 60%;" /></a>
+</figure>
+<p>Click on the “Details” link to see the details of the failed test:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/check-details.png"><img alt="Screenshot of details why the test failed" class="with-border" src="../../_images/check-details.png" style="width: 60%;" /></a>
+</figure>
+<p><strong>How can this be useful?</strong></p>
+<ul class="simple">
+<li><p>The project can define what kind of tests are expected to pass before a pull
+request can be merged.</p></li>
+<li><p>The reviewer can see the results of the tests, without having to run them
+locally.</p></li>
+</ul>
+<p><strong>How does it work?</strong></p>
+<ul class="simple">
+<li><p>We added a GitHub Actions workflow
+to automatically run on each push or pull request towards the <code class="docutils literal notranslate"><span class="pre">main</span></code> branch.</p></li>
+</ul>
+<p>What tests or steps can you image for your project to run automatically with
+each pull request?</p>
+</section>
+<section id="how-to-update-your-fork-with-changes-from-upstream">
+<h3>How to update your fork with changes from upstream<a class="headerlink" href="#how-to-update-your-fork-with-changes-from-upstream" title="Link to this heading"></a></h3>
+<p>This used to be difficult but now it is two mouse clicks.</p>
+<p>Navigate to your fork and notice how GitHub tells you that your fork is behind.
+In my case, it is 9 commits behind upstream. To fix this, click on “Sync fork”
+and then “Update branch”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/sync-fork.png"><img alt="Screenshot on GitHub fork page showing that the fork is behind" class="with-border" src="../../_images/sync-fork.png" style="width: 80%;" /></a>
+</figure>
+<p>After the update my “branch is up to date” with the upstream repository:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/fork-after-update.png"><img alt="Screenshot on GitHub after fork has been updated" class="with-border" src="../../_images/fork-after-update.png" style="width: 80%;" /></a>
+</figure>
+</section>
+<section id="how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests">
+<h3>How to approach other people’s repositories with ideas, changes, and requests<a class="headerlink" href="#how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests" title="Link to this heading"></a></h3>
+<p><strong>Contributing very minor changes</strong></p>
+<ul class="simple">
+<li><p>Clone or fork+clone repository</p></li>
+<li><p>Create a branch</p></li>
+<li><p>Commit and push change</p></li>
+<li><p>Open a pull request or merge request</p></li>
+</ul>
+<p><strong>If you observe an issue and have an idea how to fix it</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>Describe the problem</p></li>
+<li><p>If you have a suggestion on how to fix it, describe your suggestion</p></li>
+<li><p>Possibly <strong>discuss and get feedback</strong></p></li>
+<li><p>If you are working on the fix, indicate it in the issue so that others know that somebody is working on it and who is working on it</p></li>
+<li><p>Submit your fix as pull request or merge request which references/closes the issue</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Inform others about an observed problem</strong></p></li>
+<li><p>Make it clear whether this issue is up for grabs or already being worked on</p></li>
+</ul>
+</div>
+<p><strong>If you have an idea for a new feature</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>In the issue, write a short proposal for your suggested change or new feature</p></li>
+<li><p>Motivate why and how you wish to do this</p></li>
+<li><p>Also indicate where you are unsure and where you would like feedback</p></li>
+<li><p><strong>Discuss and get feedback before you code</strong></p></li>
+<li><p>Once you start coding, indicate that you are working on it</p></li>
+<li><p>Once you are done, submit your new feature as pull request or merge request which references/closes the issue/proposal</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Get agreement and feedback before writing 5000 lines of code</strong> which might be rejected</p></li>
+<li><p>If we later wonder why something was done, we have the issue/proposal as
+reference and can read up on the reasoning behind a code change</p></li>
+</ul>
+</div>
+</section>
+</section>
+<section id="summary">
+<h2>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>This forking workflow lets you propose changes to repositories for
+which <strong>you have no write access</strong>.</p></li>
+<li><p>This is the way that much modern open-source software works.</p></li>
+<li><p>You can now contribute to any project you can view.</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Collaborative version control and code review</a><ul>
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+<li class="toctree-l2"><a class="reference internal" href="code-review/">Practicing code review</a></li>
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+</ul>
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+  <section id="collaborative-version-control-and-code-review">
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+<div class="toctree-wrapper compound">
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+<li class="toctree-l1"><a class="reference internal" href="concepts/">Concepts around collaboration</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="code-review/">Practicing code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="forking-workflow/">How to contribute changes to repositories that belong to others</a></li>
+<li class="toctree-l1"><a class="reference internal" href="demo-discussion/">Conclict resolution, rebasing, and organizational strategies</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../documentation/">Code documentation</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../">Collaborative version control and code review</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../concepts/">Concepts around collaboration</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Collaborating within the same repository</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#exercise">Exercise</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#solution-and-hints">Solution and hints</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#opening-an-issue">(1) Opening an issue</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#create-a-new-branch">(2) Create a new branch.</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#make-a-change-adding-the-recipe">(3) Make a change adding the recipe</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#push-to-github-as-a-new-branch">(4) Push to GitHub as a new branch</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#open-a-pull-request-towards-the-main-branch">(5) Open a pull request towards the main branch</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#reviewing-pull-requests">(6) Reviewing pull requests</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#draft-pull-requests">(7) Draft pull requests</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#what-is-a-protected-branch-and-how-to-modify-it">What is a protected branch? And how to modify it?</a></li>
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+             
+  <section id="collaborating-within-the-same-repository">
+<span id="same-repository"></span><h1>Collaborating within the same repository<a class="headerlink" href="#collaborating-within-the-same-repository" title="Link to this heading"></a></h1>
+<p>In this episode, we will learn how to collaborate within the same repository.
+We will learn how to cross-reference issues and pull requests, how to review
+pull requests, and how to use draft pull requests.</p>
+<p>This exercise will form a good basis for collaboration that is suitable for
+most research groups.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>When you read or hear <strong>pull request</strong>, please think of a <strong>change proposal</strong>.</p>
+</div>
+<section id="exercise">
+<h2>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h2>
+<p>In this exercise, we will contribute to a repository via a <strong>pull request</strong>.
+This means that you propose some change, and then it is accepted (or not).</p>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul>
+<li><p><strong>First we need to get access</strong> to the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise repository</a> to which we will
+contribute.</p>
+<ul class="simple">
+<li><p>Instructor collects GitHub usernames from learners and adds them as collaborators to the exercise repository
+(Settings -&gt; Collaborators and teams -&gt; Manage access -&gt; Add people).</p></li>
+</ul>
+</li>
+<li><p><strong>Don’t forget to accept the invitation</strong></p>
+<ul class="simple">
+<li><p>Check <a class="reference external" href="https://github.com/settings/organizations/">https://github.com/settings/organizations/</a></p></li>
+<li><p>Alternatively check the inbox for the email account you registered with
+GitHub. GitHub emails you an invitation link, but if you don’t receive it
+you can go to your GitHub notifications in the top right corner. The
+maintainer can also “copy invite link” and share it within the group.</p></li>
+</ul>
+</li>
+<li><p><strong>Watching and unwatching repositories</strong></p>
+<ul class="simple">
+<li><p>Now that you are a collaborator, you get notified about new issues and pull
+requests via email.</p></li>
+<li><p>If you do not wish this, you can “unwatch” a repository (top of
+the project page).</p></li>
+<li><p>However, we recommend watching repositories you are interested
+in. You can learn things from experts just by watching the
+activity that come through a popular project.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<img alt="Unwatching a repository" src="../../_images/unwatch.png" />
+<figcaption>
+<p><span class="caption-text">Unwatch a repository by clicking “Unwatch” in the repository view,
+then “Participating and &#64;mentions” - this way, you will get
+notifications about your own interactions.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong> (from installation instructions):</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from the previous workshop day (not repeated here):</p>
+<ul class="simple">
+<li><p>Cloning a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Submit a pull request towards the main branch.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>If you create the changes locally, you will need to <strong>push</strong> them to the remote repository.</p></li>
+<li><p>Learning what a protected branch is and how to modify a protected branch: using a pull request.</p></li>
+<li><p>Cross-referencing issues and pull requests.</p></li>
+<li><p>Practice to review a pull request.</p></li>
+<li><p>Learn about the value of draft pull requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Start in the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise
+repository</a> and open an
+issue where you describe the change you want to make. Note down the issue
+number since you will need it later.</p></li>
+<li><p>Create a new branch.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit
+cross-reference the issue you opened (see the walk-through below
+for how to do that).</p></li>
+<li><p>Push your new branch (with the new commit) to the repository you
+are working on.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>Review somebody else’s pull request and give constructive feedback. Merge their pull request.</p></li>
+<li><p>Try to create a new branch with some half-finished work and open a draft
+pull request. Verify that the draft pull request cannot be merged since it
+is not meant to be merged yet.</p></li>
+</ol>
+</div>
+</section>
+<section id="solution-and-hints">
+<h2>Solution and hints<a class="headerlink" href="#solution-and-hints" title="Link to this heading"></a></h2>
+<section id="opening-an-issue">
+<h3>(1) Opening an issue<a class="headerlink" href="#opening-an-issue" title="Link to this heading"></a></h3>
+<p>This is done through the GitHub web interface.  For example, you could
+give the name of the recipe you want to add (so that others don’t add
+the same one).  It is the “Issues” tab.</p>
+</section>
+<section id="create-a-new-branch">
+<h3>(2) Create a new branch.<a class="headerlink" href="#create-a-new-branch" title="Link to this heading"></a></h3>
+<p>If on GitHub, you can make the branch in the web interface.</p>
+</section>
+<section id="make-a-change-adding-the-recipe">
+<h3>(3) Make a change adding the recipe<a class="headerlink" href="#make-a-change-adding-the-recipe" title="Link to this heading"></a></h3>
+<p>Add a new file with the recipe in it.  Commit the file. In the commit
+message, include the note about the issue number, saying that this
+will close that issue.</p>
+<section id="cross-referencing-issues-and-pull-requests">
+<h4>Cross-referencing issues and pull requests<a class="headerlink" href="#cross-referencing-issues-and-pull-requests" title="Link to this heading"></a></h4>
+<p>Each issue and each pull request gets a number and you can cross-reference them.</p>
+<p>When you open an issue, note down the issue number (in this case it is <code class="docutils literal notranslate"><span class="pre">#2</span></code>):</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/issue-number.png"><img alt="Each issue gets a number" class="with-border" src="../../_images/issue-number.png" style="width: 60%;" /></a>
+</figure>
+<p>You can reference this issue number in a commit message or in a pull request, like in this
+commit message:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>this is the new recipe; fixes #2
+</pre></div>
+</div>
+<p>If you forget to do that in your commit message, you can also reference the issue
+in the pull request description. And instead of <code class="docutils literal notranslate"><span class="pre">fixes</span></code> you can also use <code class="docutils literal notranslate"><span class="pre">closes</span></code> or <code class="docutils literal notranslate"><span class="pre">resolves</span></code>
+or <code class="docutils literal notranslate"><span class="pre">fix</span></code> or <code class="docutils literal notranslate"><span class="pre">close</span></code> or <code class="docutils literal notranslate"><span class="pre">resolve</span></code> (case insensitive).</p>
+<p>Here are all the keywords that GitHub recognizes:
+<a class="reference external" href="https://help.github.com/en/articles/closing-issues-using-keywords">https://help.github.com/en/articles/closing-issues-using-keywords</a></p>
+<p>Then observe what happens in the issue once your commit gets merged: it will
+automatically close the issue and create a link between the issue and the
+commit. This is very useful for tracking what changes were made in response to
+which issue and to know from when until when precisely the issue was open.</p>
+</section>
+</section>
+<section id="push-to-github-as-a-new-branch">
+<h3>(4) Push to GitHub as a new branch<a class="headerlink" href="#push-to-github-as-a-new-branch" title="Link to this heading"></a></h3>
+<p>Push the branch to the repository. You should end up with a branch
+visible in the GitHub web view.</p>
+<p>This is only necessary if you created the changes locally. If you created the
+changes directly on GitHub, you can skip this step.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-VlMgQ29kZQ==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tab" tabindex="0">VS Code</button><button aria-controls="panel-0-Q29tbWFuZCBsaW5l" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tab" tabindex="-1">Command line</button></div><div aria-labelledby="tab-0-VlMgQ29kZQ==" class="sphinx-tabs-panel group-tab" id="panel-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tabpanel" tabindex="0"><p>In VS Code, you can “publish the branch” to the remote repository by clicking
+the cloud icon in the bottom left corner of the window:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/vscode-publish-branch.png"><img alt="Publishing a branch in VS Code" class="with-border" src="../../_images/vscode-publish-branch.png" style="width: 60%;" /></a>
+</figure>
+</div><div aria-labelledby="tab-0-Q29tbWFuZCBsaW5l" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tabpanel" tabindex="0"><p>If you have a local branch <code class="docutils literal notranslate"><span class="pre">my-branch</span></code> and you want to push it to the remote
+and make it visible there, first verify what your remote is:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book.git (push)</span>
+</pre></div>
+</div>
+<p>In this case the remote is called <code class="docutils literal notranslate"><span class="pre">origin</span></code> and refers to the address
+git&#64;github.com:USER/recipe-book.git.  Both can be used
+interchangeably. Make sure it points to the right repository, ideally a
+repository that you can write to.</p>
+<p>Now that you have a remote, you can push your branch to it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will create a new branch on the remote repository with the same name as
+your local branch.</p>
+<p>You can also do this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>--set-upstream<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will connect the local branch and the remote branch so that in the future
+you can just type <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span></code> and <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">pull</span></code> without specifying the branch name
+(but this depends on your Git configuration).</p>
+<p><strong>Troubleshooting</strong></p>
+<p>If you don’t have a remote yet, you can add it with (adjust <code class="docutils literal notranslate"><span class="pre">ADDRESS</span></code> to your repository address):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>add<span class="w"> </span>origin<span class="w"> </span>ADDRESS
+</pre></div>
+</div>
+<p>ADDRESS is the part that you copy from here:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/clone-address.png"><img alt="Copying the clone address from GitHub" class="with-border" src="../../_images/clone-address.png" style="width: 60%;" /></a>
+</figure>
+<p>If the remote points to the wrong place, you can change it with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>NEWADDRESS
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="open-a-pull-request-towards-the-main-branch">
+<h3>(5) Open a pull request towards the main branch<a class="headerlink" href="#open-a-pull-request-towards-the-main-branch" title="Link to this heading"></a></h3>
+<p>This is done through the GitHub web interface.</p>
+</section>
+<section id="reviewing-pull-requests">
+<h3>(6) Reviewing pull requests<a class="headerlink" href="#reviewing-pull-requests" title="Link to this heading"></a></h3>
+<p>You review through the GitHub web interface.</p>
+<p>Checklist for reviewing a pull request:</p>
+<ul class="simple">
+<li><p>Be kind, on the other side is a human who has put effort into this.</p></li>
+<li><p>Be constructive: if you see a problem, suggest a solution.</p></li>
+<li><p>Towards which branch is this directed?</p></li>
+<li><p>Is the title descriptive?</p></li>
+<li><p>Is the description informative?</p></li>
+<li><p>Scroll down to see commits.</p></li>
+<li><p>Scroll down to see the changes.</p></li>
+<li><p>If you get incredibly many changes, also consider the license or copyright
+and ask where all that code is coming from.</p></li>
+<li><p>Again, be kind and constructive.</p></li>
+<li><p>Later we will learn how to suggest changes directly in the pull request.</p></li>
+</ul>
+<p>If someone is new, it’s often nice to say something encouraging in the
+comments before merging (even if it’s just “thanks”).  If all is good
+and there’s not much else to say, you could merge directly.</p>
+</section>
+<section id="draft-pull-requests">
+<h3>(7) Draft pull requests<a class="headerlink" href="#draft-pull-requests" title="Link to this heading"></a></h3>
+<p>Try to create a draft pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/draft-pr.png"><img alt="Creating a draft pull request" class="with-border" src="../../_images/draft-pr.png" style="width: 60%;" /></a>
+</figure>
+<p>Verify that the draft pull request cannot be merged until it is marked as ready
+for review:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="../../_images/draft-pr-wip.png"><img alt="Draft pull request cannot be merged" class="with-border" src="../../_images/draft-pr-wip.png" style="width: 60%;" /></a>
+</figure>
+<p>Draft pull requests can be useful for:</p>
+<ul class="simple">
+<li><p><strong>Feedback</strong>: You can open a pull request early to get feedback on your work without
+signaling that it is ready to merge.</p></li>
+<li><p><strong>Information</strong>: They can help communicating to others that a change is coming up and in
+progress.</p></li>
+</ul>
+</section>
+<section id="what-is-a-protected-branch-and-how-to-modify-it">
+<h3>What is a protected branch? And how to modify it?<a class="headerlink" href="#what-is-a-protected-branch-and-how-to-modify-it" title="Link to this heading"></a></h3>
+<p>A protected branch on GitHub or GitLab is a branch that cannot (accidentally)
+deleted or force-pushed to. It is also possible to require that a branch cannot
+be directly pushed to or modified, but that changes must be submitted via a
+pull request.</p>
+<p>To protect a branch in your own repository, go to “Settings” -&gt; “Branches”.</p>
+</section>
+<section id="summary">
+<h3>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>We used all the same pieces that we’ve learned previously.</p></li>
+<li><p>But we successfully contributed to a collaborative project!</p></li>
+<li><p>The pull request allowed us to contribute without changing directly:
+this is very good when it’s not mainly our project.</p></li>
+</ul>
+</section>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../concepts/" class="btn btn-neutral float-left" title="Concepts around collaboration" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../code-review/" class="btn btn-neutral float-right" title="Practicing code review" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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+<html class="writer-html5" lang="en" data-content_root="../">
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+
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+  <title>Credit &mdash; Reproducible research software development using Python  documentation</title>
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+</head>
+
+<body class="wy-body-for-nav"> 
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+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
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+          
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+            Reproducible research software development using Python
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search/" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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+    <input type="hidden" name="area" value="default" />
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+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../installation/conda/">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/">CodeRefinery</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../">Reproducible research software development using Python</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">Credit</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/reproducible-python/blob/main/content/credit.md" class="fa fa-github"> Edit on GitHub</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="credit">
+<h1>Credit<a class="headerlink" href="#credit" title="Link to this heading"></a></h1>
+<p>The following material (all CC-BY) was reused to create this workshop material:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/research-software-engineering/">https://coderefinery.github.io/research-software-engineering/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/mini-workshop/">https://coderefinery.github.io/mini-workshop/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/git-collaborative/">https://coderefinery.github.io/git-collaborative/</a></p></li>
+</ul>
+<p>(I will also summarize what changes have been made to the original material)</p>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../profiling/" class="btn btn-neutral float-left" title="Profiling memory and CPU usage" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright CodeRefinery team.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="../">
+<head>
+  <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Code documentation &mdash; Reproducible research software development using Python  documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=80d5e7a1" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/theme.css?v=19f00094" />
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+    <link rel="next" title="Collaborative version control and code review" href="../collaboration/" />
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+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
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+  <form id="rtd-search-form" class="wy-form" action="../search/" method="get">
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+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
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+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../installation/conda/">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/">CodeRefinery</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
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+          <a href="../">Reproducible research software development using Python</a>
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+      <li><a href="../" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">Code documentation</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/reproducible-python/blob/main/content/documentation.md" class="fa fa-github"> Edit on GitHub</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="code-documentation">
+<span id="documentation"></span><h1>Code documentation<a class="headerlink" href="#code-documentation" title="Link to this heading"></a></h1>
+<ul class="simple">
+<li><p>15 min: What makes good documentation? Also https://diataxis.fr/</p></li>
+<li><p>15 min: Writing good README files</p></li>
+<li><p>30 min: Exercise: Set up a Sphinx documentation and add API documentation</p></li>
+<li><p>15 min: Building documentation with GitHub Actions</p></li>
+</ul>
+<p>requirements.txt:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sphinx</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">sphinx_autobuild</span>
+<span class="n">sphinx_autoapi</span>
+<span class="n">myst_parser</span>
+</pre></div>
+</div>
+<p>conf.py:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">extensions</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;myst_parser&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;autoapi.extension&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">autoapi_dirs</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;..&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../example/" class="btn btn-neutral float-left" title="Example project: Simulating the motion of planets" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../collaboration/" class="btn btn-neutral float-right" title="Collaborative version control and code review" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
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+
+  <div role="contentinfo">
+    <p>&#169; Copyright CodeRefinery team.</p>
+  </div>
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="../">
+<head>
+  <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Example project: Simulating the motion of planets &mdash; Reproducible research software development using Python  documentation</title>
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+  <section id="example-project-simulating-the-motion-of-planets">
+<span id="example-project"></span><h1>Example project: Simulating the motion of planets<a class="headerlink" href="#example-project-simulating-the-motion-of-planets" title="Link to this heading"></a></h1>
+<p>The <a class="reference external" href="https://github.com/workshop-material/planets">example code</a> that we will study
+is a hopefully simple N-body simulation written in Python. It is not important
+or expected that we understand the code in any detail.</p>
+<video controls="True" preload="auto" width="600"><source src="../_images/animation.mp4" type="video/mp4"></video><p>The <strong>big picture</strong> is that the code simulates the motion of a number of
+planets:</p>
+<ul class="simple">
+<li><p>We can choose the number of planets.</p></li>
+<li><p>Each planet starts with a random position, velocity, and mass.</p></li>
+<li><p>At each time step, the code calculates the gravitational force between each
+pair of planets.</p></li>
+<li><p>The forces accelerate each planet, the acceleration modifies the velocity,
+the velocity modifies the position of each planet.</p></li>
+<li><p>We can choose the number of time steps.</p></li>
+<li><p>The units were chosen to make numbers easy to read.</p></li>
+</ul>
+<section id="example-run">
+<h2>Example run<a class="headerlink" href="#example-run" title="Link to this heading"></a></h2>
+<div class="admonition-instructor-note instructor-note admonition" id="instructor-note-0">
+<p class="admonition-title">Instructor note</p>
+<p>The instructor demonstrates running the code on their computer.</p>
+</div>
+<p>The code is written to accept <strong>command-line arguments</strong> to specify the number
+of planets and the number of time steps.</p>
+<p>We first generate starting data:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">10</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+</pre></div>
+</div>
+<p>The generated file (initial.csv) could look like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">px</span><span class="p">,</span><span class="n">py</span><span class="p">,</span><span class="n">pz</span><span class="p">,</span><span class="n">vx</span><span class="p">,</span><span class="n">vy</span><span class="p">,</span><span class="n">vz</span><span class="p">,</span><span class="n">mass</span>
+<span class="o">-</span><span class="mf">46.88</span><span class="p">,</span><span class="o">-</span><span class="mf">42.51</span><span class="p">,</span><span class="mf">88.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.86</span><span class="p">,</span><span class="o">-</span><span class="mf">0.18</span><span class="p">,</span><span class="mf">0.55</span><span class="p">,</span><span class="mf">6.70</span>
+<span class="o">-</span><span class="mf">5.29</span><span class="p">,</span><span class="mf">17.09</span><span class="p">,</span><span class="o">-</span><span class="mf">96.13</span><span class="p">,</span><span class="mf">0.66</span><span class="p">,</span><span class="mf">0.45</span><span class="p">,</span><span class="o">-</span><span class="mf">0.17</span><span class="p">,</span><span class="mf">3.51</span>
+<span class="mf">83.53</span><span class="p">,</span><span class="o">-</span><span class="mf">92.83</span><span class="p">,</span><span class="o">-</span><span class="mf">68.77</span><span class="p">,</span><span class="o">-</span><span class="mf">0.26</span><span class="p">,</span><span class="o">-</span><span class="mf">0.48</span><span class="p">,</span><span class="mf">0.24</span><span class="p">,</span><span class="mf">6.84</span>
+<span class="o">-</span><span class="mf">36.31</span><span class="p">,</span><span class="mf">25.48</span><span class="p">,</span><span class="mf">64.16</span><span class="p">,</span><span class="mf">0.85</span><span class="p">,</span><span class="mf">0.75</span><span class="p">,</span><span class="o">-</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">1.53</span>
+<span class="o">-</span><span class="mf">68.38</span><span class="p">,</span><span class="o">-</span><span class="mf">17.21</span><span class="p">,</span><span class="o">-</span><span class="mf">97.07</span><span class="p">,</span><span class="mf">0.60</span><span class="p">,</span><span class="mf">0.26</span><span class="p">,</span><span class="mf">0.69</span><span class="p">,</span><span class="mf">6.63</span>
+<span class="o">-</span><span class="mf">48.37</span><span class="p">,</span><span class="o">-</span><span class="mf">48.74</span><span class="p">,</span><span class="mf">3.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.93</span><span class="p">,</span><span class="mf">8.60</span>
+<span class="mf">40.53</span><span class="p">,</span><span class="o">-</span><span class="mf">75.50</span><span class="p">,</span><span class="mf">44.18</span><span class="p">,</span><span class="o">-</span><span class="mf">0.62</span><span class="p">,</span><span class="o">-</span><span class="mf">0.31</span><span class="p">,</span><span class="o">-</span><span class="mf">0.53</span><span class="p">,</span><span class="mf">8.04</span>
+<span class="o">-</span><span class="mf">27.21</span><span class="p">,</span><span class="mf">10.78</span><span class="p">,</span><span class="o">-</span><span class="mf">78.82</span><span class="p">,</span><span class="o">-</span><span class="mf">0.09</span><span class="p">,</span><span class="o">-</span><span class="mf">0.55</span><span class="p">,</span><span class="o">-</span><span class="mf">0.03</span><span class="p">,</span><span class="mf">5.35</span>
+<span class="mf">88.42</span><span class="p">,</span><span class="o">-</span><span class="mf">74.95</span><span class="p">,</span><span class="o">-</span><span class="mf">45.85</span><span class="p">,</span><span class="mf">0.81</span><span class="p">,</span><span class="mf">0.68</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">5.36</span>
+<span class="mf">39.09</span><span class="p">,</span><span class="mf">53.12</span><span class="p">,</span><span class="o">-</span><span class="mf">59.54</span><span class="p">,</span><span class="o">-</span><span class="mf">0.54</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">0.07</span><span class="p">,</span><span class="mf">8.98</span>
+</pre></div>
+</div>
+<p>Then we can simulate their motion (in this case for 20 steps):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">20</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv
+</pre></div>
+</div>
+<p>The <code class="docutils literal notranslate"><span class="pre">--output-file</span></code> (final.csv) is again a CSV file (comma-separated values)
+and contains the final positions of all planets.</p>
+<p>It is possible to run on <strong>multiple cores</strong> and to <strong>animate</strong> the result.
+Here is an example with 100 planets:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">100</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+
+<span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">50</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                     </span>--num-cores<span class="w"> </span><span class="m">8</span>
+</span>
+<span class="gp">$ </span>python<span class="w"> </span>animate.py<span class="w"> </span>--initial-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                    </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                    </span>--output-file<span class="w"> </span>animation.mp4
+</span></pre></div>
+</div>
+<div class="admonition-learning-goals admonition">
+<p class="admonition-title">Learning goals</p>
+<ul class="simple">
+<li><p>What are the most important steps to make this code <strong>reusable by others</strong>
+and <strong>our future selves</strong>?</p></li>
+<li><p>Be able to apply these techniques to your own code/script.</p></li>
+</ul>
+</div>
+<div class="admonition-we-will-not-focus-on admonition">
+<p class="admonition-title">We will not focus on …</p>
+<ul class="simple">
+<li><p>… how the code works internally in detail.</p></li>
+<li><p>… whether this is the most efficient algorithm.</p></li>
+<li><p>… whether the code is numerically stable.</p></li>
+<li><p>… how to code scales with the number of cores.</p></li>
+<li><p>… whether it is portable to other operating systems (we will discuss this later).</p></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
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+<li class="toctree-l1"><a class="reference internal" href="installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="collaboration/">Collaborative version control and code review</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="profiling/">Profiling memory and CPU usage</a></li>
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+  <section id="reproducible-research-software-development-using-python">
+<h1>Reproducible research software development using Python<a class="headerlink" href="#reproducible-research-software-development-using-python" title="Link to this heading"></a></h1>
+<section id="big-picture-goal">
+<h2>Big-picture goal<a class="headerlink" href="#big-picture-goal" title="Link to this heading"></a></h2>
+<p>This is a <strong>hands-on course on research software engineering</strong>. In this
+workshop we assume that most workshop participants use Python in their work or
+a leading a group which uses Python.  Therefore, some of the examples will use
+Python as the example language.</p>
+<p>We will work with an example project and go through all the steps of a typical
+software project.  Once we have seen the building blocks, we will try to apply
+them to own projects. Workshop participants will receive and also learn to give
+constructive code feedback.</p>
+</section>
+<section id="prerequisites">
+<h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h2>
+<div class="admonition-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Preparation</p>
+<ol class="arabic simple">
+<li><p>Get a <strong>GitHub account</strong> following <a class="reference external" href="https://coderefinery.github.io/installation/github/">these instructions</a>.</p></li>
+<li><p>You will need a <strong>text editor</strong>. If you don’t have a favorite one, we recommend
+<a class="reference external" href="https://coderefinery.github.io/installation/vscode/">VS Code</a>.</p></li>
+<li><p><strong>If you prefer to work in the terminal</strong> and not in VS Code, set up these two (skip this if you use VS Code):</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/git-in-terminal/">Git in the terminal</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/ssh/">SSH or HTTPS connection to GitHub from terminal</a></p></li>
+</ul>
+</li>
+<li><p><strong>One of these two software environments</strong> (if you are not sure which one to
+choose or have no preference, choose Conda):</p>
+<ul class="simple">
+<li><p><a class="reference internal" href="installation/conda/#conda"><span class="std std-ref">Conda environment</span></a></p></li>
+<li><p><a class="reference internal" href="installation/virtual-environment/#venv"><span class="std std-ref">Virtual environment</span></a> (Snakemake is not available in this environment)</p></li>
+</ul>
+</li>
+<li><p><strong>Optional</strong> and only on Linux: <a class="reference external" href="https://apptainer.org/">Apptainer</a> following
+<a class="reference external" href="https://apptainer.org/docs/admin/1.3/installation.html#install-from-pre-built-packages">these instructions</a>.</p></li>
+</ol>
+</div>
+</section>
+<section id="schedule">
+<h2>Schedule<a class="headerlink" href="#schedule" title="Link to this heading"></a></h2>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The schedule will very soon contain links to lesson material and exercises.</p>
+</div>
+<section id="day-1">
+<h3>Day 1<a class="headerlink" href="#day-1" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>13:00-13:30 - <strong>Welcome and introduction</strong></p>
+<ul>
+<li><p>Practical information (tools, communication, breaks, etc.)</p></li>
+<li><p>Motivation (reproducibility, robustness, distribution, improvement, trust, etc.)</p></li>
+<li><p>What will learn and achieve from this course?</p></li>
+<li><p><a class="reference internal" href="example/#example-project"><span class="std std-ref">Example project: Simulating the motion of planets</span></a></p></li>
+</ul>
+</li>
+<li><p>13:30-14:45 (1.25h) - <strong>Introduction to version control with Git and GitHub (1/2)</strong></p>
+<ul>
+<li><p>Creating a repository and porting your project to Git and GitHub</p></li>
+<li><p>Basic commands</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 (1.5h) - <strong>Introduction to version control with Git and GitHub (2/2)</strong></p>
+<ul>
+<li><p>Branching and merging</p></li>
+<li><p>Recovering from typical mistakes</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <a class="reference internal" href="documentation/#documentation"><span class="std std-ref">Code documentation</span></a></p>
+<ul>
+<li><p>In-code documentation including docstrings</p></li>
+<li><p>Writing good README files</p></li>
+<li><p>Markdown</p></li>
+<li><p>Sphinx</p></li>
+<li><p>Building documentation with GitHub Actions</p></li>
+<li><p>Jupyter Notebooks</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-2">
+<h3>Day 2<a class="headerlink" href="#day-2" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="collaboration/#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (1/2)</p>
+<ul>
+<li><p><a class="reference internal" href="collaboration/concepts/#concepts"><span class="std std-ref">Concepts around collaboration</span></a> (10 min)</p></li>
+<li><p><a class="reference internal" href="collaboration/same-repository/#same-repository"><span class="std std-ref">Collaborating within the same repository</span></a> (40 min)</p></li>
+<li><p><a class="reference internal" href="collaboration/code-review/#code-review"><span class="std std-ref">Practicing code review</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="collaboration/#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (2/2)</p>
+<ul>
+<li><p><a class="reference internal" href="collaboration/forking-workflow/#forking-workflow"><span class="std std-ref">How to contribute changes to repositories that belong to others</span></a> (50 min)</p></li>
+<li><p><a class="reference internal" href="collaboration/demo-discussion/#collaboration-demo-discussion"><span class="std std-ref">Conclict resolution, rebasing, and organizational strategies</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-3">
+<h3>Day 3<a class="headerlink" href="#day-3" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="testing/#testing"><span class="std std-ref">Automated testing</span></a></p>
+<ul>
+<li><p>Unit tests</p></li>
+<li><p>End-to-end tests</p></li>
+<li><p>pytest</p></li>
+<li><p>GitHub Actions</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="reusable/#reusable"><span class="std std-ref">How to make the project more reusable</span></a></p>
+<ul>
+<li><p>Tracking dependencies with requirements.txt and environment.yml</p></li>
+<li><p>Recording environments in containers</p></li>
+</ul>
+</li>
+<li><p>13:00-14:45 - <a class="reference internal" href="refactoring/#refactoring"><span class="std std-ref">Code quality and good practices</span></a></p>
+<ul>
+<li><p>Naming (and other) conventions, project organization, modularity</p></li>
+<li><p>Refactoring (explained through examples)</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it</p></li>
+<li><p>Structuring larger software projects in a modular way</p></li>
+<li><p>Command-line interfaces</p></li>
+<li><p>Workflows with Snakemake</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 - <a class="reference internal" href="publishing/#publishing"><span class="std std-ref">How to release and publish your code</span></a></p>
+<ul>
+<li><p>Licenses</p></li>
+<li><p>Publishing the code via Zenodo</p></li>
+<li><p>Packaging the code</p></li>
+<li><p>Sharing the code via PyPI</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="if-we-have-time-left">
+<h3>If we have time left<a class="headerlink" href="#if-we-have-time-left" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p><a class="reference internal" href="profiling/#profiling"><span class="std std-ref">Profiling memory and CPU usage</span></a></p></li>
+</ul>
+<div class="toctree-wrapper compound">
+</div>
+<div class="toctree-wrapper compound">
+</div>
+<div class="toctree-wrapper compound">
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+<li class="toctree-l2"><a class="reference internal" href="#choose-the-tool-to-manage-the-environment">Choose the tool to manage the environment</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="#how-to-verify-that-this-worked">How to verify that this worked</a></li>
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+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="conda-environment">
+<span id="conda"></span><h1>Conda environment<a class="headerlink" href="#conda-environment" title="Link to this heading"></a></h1>
+<p>A Conda environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file that documents the dependencies:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coderefinery</span>
+<span class="nt">channels</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">conda-forge</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bioconda</span>
+<span class="nt">dependencies</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python &gt;= 3.10</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">black</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">click</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flit</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ipywidgets</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">isort</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab_code_formatter</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab-git</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">matplotlib</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">myst-parser</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">nbdime</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">numpy</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pandas</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest-cov</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scalene</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">seaborn</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">snakemake-minimal</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autoapi</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autobuild</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx_rtd_theme &gt;= 2.0</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">vulture</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scikit-image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h2>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h2>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create an <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="choose-the-tool-to-manage-the-environment">
+<h2>Choose the tool to manage the environment<a class="headerlink" href="#choose-the-tool-to-manage-the-environment" title="Link to this heading"></a></h2>
+<p>If you are already using one of these tools, please continue using the tool that you like and know.
+If you are new to this, <strong>we recommend using Miniconda or Miniforge</strong>.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://docs.anaconda.com/anaconda/install/">Anaconda</a></p>
+<ul>
+<li><p>Advantages: easy to install, easy to use, good for beginners</p></li>
+<li><p>Disadvantages: large download, installs more than we will need, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://docs.anaconda.com/miniconda/">Miniconda</a></p>
+<ul>
+<li><p>Advantages: small size, installs only what you need</p></li>
+<li><p>Disadvantages: no graphical interface, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://github.com/conda-forge/miniforge">Miniforge</a></p>
+<ul>
+<li><p>Advantages: small size, no license restrictions</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html">Micromamba</a></p>
+<ul>
+<li><p>Advantages: fast, small size</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://pixi.sh/latest/">Pixi</a></p>
+<ul>
+<li><p>Advantages: fast and new</p></li>
+<li><p>Disadvantages: new and less tested and not documented here</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="creating-the-virtual-environment">
+<h2>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h2>
+<ol class="arabic">
+<li><p>Open your terminal shell (e.g. Bash or Zsh).</p></li>
+<li><p>Activate <code class="docutils literal notranslate"><span class="pre">conda</span></code> using <code class="docutils literal notranslate"><span class="pre">conda</span> <span class="pre">activate</span></code> or <code class="docutils literal notranslate"><span class="pre">source</span> <span class="pre">~/miniconda3/bin/activate</span></code>.</p></li>
+<li><p>Run the following command:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>create<span class="w"> </span>--file<span class="w"> </span>environment.yml
+</pre></div>
+</div>
+</li>
+<li><p>Make sure that you see “coderefinery” in the output when you ask for a list of all available environments:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>list
+</pre></div>
+</div>
+</li>
+</ol>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h2>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h2>
+<p>(this will be added)</p>
+</section>
+</section>
+
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Virtual environment</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#before-you-create-a-virtual-environment">Before you create a virtual environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#creating-the-virtual-environment">Creating the virtual environment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-to-verify-that-this-worked">How to verify that this worked</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../example/">Example project: Simulating the motion of planets</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="virtual-environment">
+<span id="venv"></span><h1>Virtual environment<a class="headerlink" href="#virtual-environment" title="Link to this heading"></a></h1>
+<p>A virtual environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file that documents the dependencies:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">black</span>
+<span class="n">click</span>
+<span class="n">flit</span>
+<span class="n">ipywidgets</span>
+<span class="n">isort</span>
+<span class="n">jupyterlab</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">code</span><span class="o">-</span><span class="n">formatter</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">git</span>
+<span class="n">matplotlib</span>
+<span class="n">myst</span><span class="o">-</span><span class="n">parser</span>
+<span class="n">nbdime</span>
+<span class="n">numpy</span>
+<span class="n">pandas</span>
+<span class="n">pytest</span>
+<span class="n">pytest</span><span class="o">-</span><span class="n">cov</span>
+<span class="n">scalene</span>
+<span class="n">seaborn</span>
+<span class="n">sphinx</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autoapi</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autobuild</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">vulture</span>
+<span class="n">scikit</span><span class="o">-</span><span class="n">image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h2>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h2>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="creating-the-virtual-environment">
+<h2>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h2>
+<p>Now create a virtual environment in this directory either using <a class="reference external" href="https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/">pip and
+venv</a>
+(more traditional and safer) or using <a class="reference external" href="https://docs.astral.sh/uv/">uv</a> (more modern but also less tested):</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-cGlwIGFuZCB2ZW52" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tab" tabindex="0">pip and venv</button><button aria-controls="panel-0-dXY=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-dXY=" name="dXY=" role="tab" tabindex="-1">uv</button></div><div aria-labelledby="tab-0-cGlwIGFuZCB2ZW52" class="sphinx-tabs-panel group-tab" id="panel-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-dXY=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-dXY=" name="dXY=" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h2>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h2>
+<p>(this will be added)</p>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../conda/" class="btn btn-neutral float-left" title="Conda environment" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../../example/" class="btn btn-neutral float-right" title="Example project: Simulating the motion of planets" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright CodeRefinery team.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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+
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\ No newline at end of file
diff --git a/lesson.pdf b/lesson.pdf
new file mode 100644
index 0000000..96348bb
Binary files /dev/null and b/lesson.pdf differ
diff --git a/objects.inv b/objects.inv
new file mode 100644
index 0000000..1523d5d
--- /dev/null
+++ b/objects.inv
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+\�)�����U=��h����E�M�r�mTm��v�ئ_��?5;�}!��B�'�;�-��Lp�]��c끉��\�Zh�)�V����:Ih:C_Q�-2q��齮ۉ,�ɳ ���2X@N�\����/��eߛ{�4��T�8�	30I���YY45�	R���Bw��Yۀ���A�:umb[q�K�cf7����F�<fo*ا�����dϪnu'{л�O��܀w[�{����ȿ3�6�FMoZ�"��yK0�HxM�ւ}	��d߀�([��:��nE����[*�)R�������+��mk�iWo���}�u>l2�`��3&j�+�4�|8(�W�=]�Ӈ�8)�9=À�k�4�l{:|'mx	�)�Hw�>E{��U�F�8�,h��{̮�ڸ9�4S*��tw�&�vd��"U�‰�umz������n�wR���E�i=,9��s�at���t��QӚ�@|��|��K9f��,��wx�V�ƨX.�����z�򜽳�;;������D��`[�5�j9��H;�)�[�3�ȝ�����g�9�
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diff --git a/profiling/index.html b/profiling/index.html
new file mode 100644
index 0000000..32e95d4
--- /dev/null
+++ b/profiling/index.html
@@ -0,0 +1,161 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="../">
+<head>
+  <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Profiling memory and CPU usage &mdash; Reproducible research software development using Python  documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=80d5e7a1" />
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+          
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+            Reproducible research software development using Python
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search/" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../installation/conda/">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../credit/">Credit</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/">All lessons</a></li>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/reusing/">Reusing</a></li>
+</ul>
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+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="profiling-memory-and-cpu-usage">
+<span id="profiling"></span><h1>Profiling memory and CPU usage<a class="headerlink" href="#profiling-memory-and-cpu-usage" title="Link to this heading"></a></h1>
+<p>Profilers:</p>
+<ul class="simple">
+<li><p>cProfile or profile</p></li>
+<li><p>line_profiler</p></li>
+<li><p>viztracer</p></li>
+<li><p>scalene</p></li>
+<li><p>Intel VTune</p></li>
+<li><p>PyInstrument</p></li>
+<li><p>py-spy</p></li>
+<li><p>Pyflame</p></li>
+<li><p>timeit</p></li>
+</ul>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="../">
+<head>
+  <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
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+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search/" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../installation/conda/">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../reusable/">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
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+  <section id="how-to-release-and-publish-your-code">
+<span id="publishing"></span><h1>How to release and publish your code<a class="headerlink" href="#how-to-release-and-publish-your-code" title="Link to this heading"></a></h1>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>30 min: Overview over software licenses and code publishing</p></li>
+<li><p>15 min: We add a license, CFF file, and publish to Zenodo (sandbox)</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: Creating a Python package with the help of flit</p></li>
+<li><p>15 min: Deploy the package to test-PyPI using GitHub Actions</p></li>
+</ul>
+</section>
+
+
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+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
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+             
+  <section id="code-quality-and-good-practices">
+<span id="refactoring"></span><h1>Code quality and good practices<a class="headerlink" href="#code-quality-and-good-practices" title="Link to this heading"></a></h1>
+<p>In this episode we will explore code quality and good practices in Python using
+a hands-on approach. We will together build up a small project and improve it
+step by step.</p>
+<p>We will start from a relatively simple image processing script which can read a
+telescope image of stars and our goal is to <strong>count the number of stars</strong> in
+the image. Later we will want to be able to process many such images.</p>
+<p>The (fictional) telescope images look like the one below here (<a class="reference external" href="https://github.com/workshop-material/random-star-images">in this
+repository</a> we can find more):</p>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/stars.png"><img alt="Generated image representing a telescope image of stars" src="../_images/stars.png" style="width: 60%;" /></a>
+<figcaption>
+<p><span class="caption-text">Generated image representing a telescope image of stars.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<div class="admonition-starting-point-spoiler-alert solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Starting point (spoiler alert)</p>
+<p>We can imagine that we pieced together the following code
+based on some examples we found online:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">skimage</span> <span class="kn">import</span> <span class="n">io</span><span class="p">,</span> <span class="n">filters</span><span class="p">,</span> <span class="n">color</span>
+<span class="kn">from</span> <span class="nn">skimage.measure</span> <span class="kn">import</span> <span class="n">label</span><span class="p">,</span> <span class="n">regionprops</span>
+
+
+<span class="n">image</span> <span class="o">=</span> <span class="n">io</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;stars.png&quot;</span><span class="p">)</span>
+<span class="n">sigma</span> <span class="o">=</span> <span class="mf">0.5</span>
+
+<span class="c1"># if there is a fourth channel (alpha channel), ignore it</span>
+<span class="n">rgb_image</span> <span class="o">=</span> <span class="n">image</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">gray_image</span> <span class="o">=</span> <span class="n">color</span><span class="o">.</span><span class="n">rgb2gray</span><span class="p">(</span><span class="n">rgb_image</span><span class="p">)</span>
+
+<span class="c1"># apply a gaussian filter to reduce noise</span>
+<span class="n">image_smooth</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">gaussian</span><span class="p">(</span><span class="n">gray_image</span><span class="p">,</span> <span class="n">sigma</span><span class="p">)</span>
+
+<span class="c1"># threshold the image to create a binary image (bright stars will be white, background black)</span>
+<span class="n">thresh</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">threshold_otsu</span><span class="p">(</span><span class="n">image_smooth</span><span class="p">)</span>
+<span class="n">binary_image</span> <span class="o">=</span> <span class="n">image_smooth</span> <span class="o">&gt;</span> <span class="n">thresh</span>
+
+<span class="c1"># label connected regions (stars) in the binary image</span>
+<span class="n">labeled_image</span> <span class="o">=</span> <span class="n">label</span><span class="p">(</span><span class="n">binary_image</span><span class="p">)</span>
+
+<span class="c1"># get properties of labeled regions</span>
+<span class="n">regions</span> <span class="o">=</span> <span class="n">regionprops</span><span class="p">(</span><span class="n">labeled_image</span><span class="p">)</span>
+
+<span class="c1"># extract star positions (centroids)</span>
+<span class="n">star_positions</span> <span class="o">=</span> <span class="p">[</span><span class="n">region</span><span class="o">.</span><span class="n">centroid</span> <span class="k">for</span> <span class="n">region</span> <span class="ow">in</span> <span class="n">regions</span><span class="p">]</span>
+
+<span class="c1"># plot the original image</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>
+
+<span class="c1"># overlay star positions with crosses</span>
+<span class="k">for</span> <span class="n">star</span> <span class="ow">in</span> <span class="n">star_positions</span><span class="p">:</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">star</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">star</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s2">&quot;rx&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">markeredgewidth</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s2">&quot;detected-stars.png&quot;</span><span class="p">,</span> <span class="n">dpi</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;number of stars detected: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">star_positions</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Discuss how we would solve the problem, run example code, and make it work
+as part of a Jupyter notebook.</p></li>
+<li><p>15 min: Refactor the positioning code into a function and a module</p></li>
+<li><p>15 min: Now we wish to process many images - discuss how we would approach this</p></li>
+<li><p>15 min: Introduce CLI and discuss the benefits</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: From a script to a workflow (using Snakemake)</p></li>
+<li><p>15 min: Discuss concepts</p>
+<ul>
+<li><p>Pure functions</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it: document-driven development</p></li>
+</ul>
+</li>
+</ul>
+<p>Bonus:</p>
+<ul class="simple">
+<li><p>Move it under Git</p></li>
+<li><p>Document dependencies</p></li>
+<li><p>Show nbdime, black, vulture, ruff</p></li>
+</ul>
+</section>
+
+
+           </div>
+          </div>
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+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../collaboration/">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../testing/">Automated testing</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../refactoring/">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
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+<li class="toctree-l1"><a class="reference internal" href="../credit/">Credit</a></li>
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+             
+  <section id="how-to-make-the-project-more-reusable">
+<span id="reusable"></span><h1>How to make the project more reusable<a class="headerlink" href="#how-to-make-the-project-more-reusable" title="Link to this heading"></a></h1>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: Best practices for managing dependencies in Python</p></li>
+<li><p>20 min: Exercise</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>10 min: Introduction to containers</p></li>
+<li><p>20 min: Demonstration</p></li>
+<li><p>10 min: Discussion</p></li>
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+</section>
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+<li class="toctree-l1"><a class="reference internal" href="../installation/virtual-environment/">Virtual environment</a></li>
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+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../example/">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../documentation/">Code documentation</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../publishing/">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../profiling/">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
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+<li class="toctree-l1"><a class="reference internal" href="../credit/">Credit</a></li>
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diff --git a/singlehtml/_images/clone-address.png b/singlehtml/_images/clone-address.png
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diff --git a/singlehtml/_images/comment.png b/singlehtml/_images/comment.png
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diff --git a/singlehtml/_images/commit-suggestion.png b/singlehtml/_images/commit-suggestion.png
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index 0000000..4ec4bb6
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diff --git a/singlehtml/_images/draft-pr-wip.png b/singlehtml/_images/draft-pr-wip.png
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index 0000000..12181d5
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diff --git a/singlehtml/_images/draft-pr.png b/singlehtml/_images/draft-pr.png
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diff --git a/singlehtml/_images/files-changed.png b/singlehtml/_images/files-changed.png
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index 0000000..7b58a22
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diff --git a/singlehtml/_images/fork-after-update.png b/singlehtml/_images/fork-after-update.png
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index 0000000..38fc8c6
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diff --git a/singlehtml/_images/forkandclone.png b/singlehtml/_images/forkandclone.png
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diff --git a/singlehtml/_images/issue-number.png b/singlehtml/_images/issue-number.png
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diff --git a/singlehtml/_images/leave-comment.png b/singlehtml/_images/leave-comment.png
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diff --git a/singlehtml/_images/pull-request-form.png b/singlehtml/_images/pull-request-form.png
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index 0000000..c6c6af8
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diff --git a/singlehtml/_images/stars.png b/singlehtml/_images/stars.png
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diff --git a/singlehtml/_images/sync-fork.png b/singlehtml/_images/sync-fork.png
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diff --git a/singlehtml/_images/unwatch.png b/singlehtml/_images/unwatch.png
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diff --git a/singlehtml/_images/vscode-publish-branch.png b/singlehtml/_images/vscode-publish-branch.png
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diff --git a/singlehtml/_static/_sphinx_javascript_frameworks_compat.js b/singlehtml/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 0000000..8141580
--- /dev/null
+++ b/singlehtml/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,123 @@
+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/singlehtml/_static/basic.css b/singlehtml/_static/basic.css
new file mode 100644
index 0000000..f316efc
--- /dev/null
+++ b/singlehtml/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+div.section::after {
+    display: block;
+    content: '';
+    clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+    overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    float: left;
+    width: 80%;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    float: left;
+    width: 20%;
+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li p.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 360px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a:visited {
+    color: #551A8B;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+nav.contents,
+aside.topic,
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+nav.contents,
+aside.topic,
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.align-default {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+	font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+.sig-name {
+	font-size: 1.1em;
+}
+
+code.descname {
+    font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+    background-color: transparent;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.sig-param.n {
+	font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+	font-family: unset;
+}
+
+.sig.c   .k, .sig.c   .kt,
+.sig.cpp .k, .sig.cpp .kt {
+	color: #0033B3;
+}
+
+.sig.c   .m,
+.sig.cpp .m {
+	color: #1750EB;
+}
+
+.sig.c   .s, .sig.c   .sc,
+.sig.cpp .s, .sig.cpp .sc {
+	color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+aside.footnote > span,
+div.citation > span {
+    float: left;
+}
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+.sig dl {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/singlehtml/_static/check-solid.svg b/singlehtml/_static/check-solid.svg
new file mode 100644
index 0000000..92fad4b
--- /dev/null
+++ b/singlehtml/_static/check-solid.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>
diff --git a/singlehtml/_static/clipboard.min.js b/singlehtml/_static/clipboard.min.js
new file mode 100644
index 0000000..54b3c46
--- /dev/null
+++ b/singlehtml/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.8
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body},i="";return"string"==typeof t?(e=t,n="rtl"===document.documentElement.getAttribute("dir"),(o=document.createElement("textarea")).style.fontSize="12pt",o.style.border="0",o.style.padding="0",o.style.margin="0",o.style.position="absolute",o.style[n?"right":"left"]="-9999px",n=window.pageYOffset||document.documentElement.scrollTop,o.style.top="".concat(n,"px"),o.setAttribute("readonly",""),o.value=e,o=o,r.container.appendChild(o),i=c()(o),a("copy"),o.remove()):(i=c()(t),a("copy")),i};function r(t){return(r="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}var s=function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{},e=t.action,n=void 0===e?"copy":e,o=t.container,e=t.target,t=t.text;if("copy"!==n&&"cut"!==n)throw new Error('Invalid "action" value, use either "copy" or "cut"');if(void 0!==e){if(!e||"object"!==r(e)||1!==e.nodeType)throw new Error('Invalid "target" value, use a valid Element');if("copy"===n&&e.hasAttribute("disabled"))throw new Error('Invalid "target" attribute. 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t=o?(t=m(this).constructor,Reflect.construct(e,arguments,t)):e.apply(this,arguments),e=this,!(t=t)||"object"!==d(t)&&"function"!=typeof t?function(t){if(void 0!==t)return t;throw new ReferenceError("this hasn't been initialised - super() hasn't been called")}(e):t}}function m(t){return(m=Object.setPrototypeOf?Object.getPrototypeOf:function(t){return t.__proto__||Object.getPrototypeOf(t)})(t)}function v(t,e){t="data-clipboard-".concat(t);if(e.hasAttribute(t))return e.getAttribute(t)}var o=function(){!function(t,e){if("function"!=typeof e&&null!==e)throw new TypeError("Super expression must either be null or a function");t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,writable:!0,configurable:!0}}),e&&y(t,e)}(r,i());var t,e,n,o=h(r);function r(t,e){var n;return function(t){if(!(t instanceof r))throw new TypeError("Cannot call a class as a function")}(this),(n=o.call(this)).resolveOptions(e),n.listenClick(t),n}return t=r,n=[{key:"copy",value:function(t){var e=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body};return l(t,e)}},{key:"cut",value:function(t){return f(t)}},{key:"isSupported",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:["copy","cut"],t="string"==typeof t?[t]:t,e=!!document.queryCommandSupported;return t.forEach(function(t){e=e&&!!document.queryCommandSupported(t)}),e}}],(e=[{key:"resolveOptions",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{};this.action="function"==typeof t.action?t.action:this.defaultAction,this.target="function"==typeof t.target?t.target:this.defaultTarget,this.text="function"==typeof t.text?t.text:this.defaultText,this.container="object"===d(t.container)?t.container:document.body}},{key:"listenClick",value:function(t){var e=this;this.listener=u()(t,"click",function(t){return e.onClick(t)})}},{key:"onClick",value:function(t){var e=t.delegateTarget||t.currentTarget,t=s({action:this.action(e),container:this.container,target:this.target(e),text:this.text(e)});this.emit(t?"success":"error",{action:this.action,text:t,trigger:e,clearSelection:function(){e&&e.focus(),document.activeElement.blur(),window.getSelection().removeAllRanges()}})}},{key:"defaultAction",value:function(t){return v("action",t)}},{key:"defaultTarget",value:function(t){t=v("target",t);if(t)return document.querySelector(t)}},{key:"defaultText",value:function(t){return v("text",t)}},{key:"destroy",value:function(){this.listener.destroy()}}])&&p(t.prototype,e),n&&p(t,n),r}()},828:function(t){var e;"undefined"==typeof Element||Element.prototype.matches||((e=Element.prototype).matches=e.matchesSelector||e.mozMatchesSelector||e.msMatchesSelector||e.oMatchesSelector||e.webkitMatchesSelector),t.exports=function(t,e){for(;t&&9!==t.nodeType;){if("function"==typeof t.matches&&t.matches(e))return t;t=t.parentNode}}},438:function(t,e,n){var u=n(828);function 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f=n(879),l=n(438);t.exports=function(t,e,n){if(!t&&!e&&!n)throw new Error("Missing required arguments");if(!f.string(e))throw new TypeError("Second argument must be a String");if(!f.fn(n))throw new TypeError("Third argument must be a Function");if(f.node(t))return c=e,a=n,(u=t).addEventListener(c,a),{destroy:function(){u.removeEventListener(c,a)}};if(f.nodeList(t))return o=t,r=e,i=n,Array.prototype.forEach.call(o,function(t){t.addEventListener(r,i)}),{destroy:function(){Array.prototype.forEach.call(o,function(t){t.removeEventListener(r,i)})}};if(f.string(t))return t=t,e=e,n=n,l(document.body,t,e,n);throw new TypeError("First argument must be a String, HTMLElement, HTMLCollection, or NodeList");var o,r,i,u,c,a}},817:function(t){t.exports=function(t){var e,n="SELECT"===t.nodeName?(t.focus(),t.value):"INPUT"===t.nodeName||"TEXTAREA"===t.nodeName?((e=t.hasAttribute("readonly"))||t.setAttribute("readonly",""),t.select(),t.setSelectionRange(0,t.value.length),e||t.removeAttribute("readonly"),t.value):(t.hasAttribute("contenteditable")&&t.focus(),n=window.getSelection(),(e=document.createRange()).selectNodeContents(t),n.removeAllRanges(),n.addRange(e),n.toString());return n}},279:function(t){function e(){}e.prototype={on:function(t,e,n){var o=this.e||(this.e={});return(o[t]||(o[t]=[])).push({fn:e,ctx:n}),this},once:function(t,e,n){var o=this;function r(){o.off(t,r),e.apply(n,arguments)}return r._=e,this.on(t,r,n)},emit:function(t){for(var e=[].slice.call(arguments,1),n=((this.e||(this.e={}))[t]||[]).slice(),o=0,r=n.length;o<r;o++)n[o].fn.apply(n[o].ctx,e);return this},off:function(t,e){var n=this.e||(this.e={}),o=n[t],r=[];if(o&&e)for(var i=0,u=o.length;i<u;i++)o[i].fn!==e&&o[i].fn._!==e&&r.push(o[i]);return r.length?n[t]=r:delete n[t],this}},t.exports=e,t.exports.TinyEmitter=e}},r={},o.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return o.d(e,{a:e}),e},o.d=function(t,e){for(var n in e)o.o(e,n)&&!o.o(t,n)&&Object.defineProperty(t,n,{enumerable:!0,get:e[n]})},o.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},o(686).default;function o(t){if(r[t])return r[t].exports;var e=r[t]={exports:{}};return n[t](e,e.exports,o),e.exports}var n,r});
\ No newline at end of file
diff --git a/singlehtml/_static/coderefinery.ico b/singlehtml/_static/coderefinery.ico
new file mode 100644
index 0000000..a2df0fb
Binary files /dev/null and b/singlehtml/_static/coderefinery.ico differ
diff --git a/singlehtml/_static/copy-button.svg b/singlehtml/_static/copy-button.svg
new file mode 100644
index 0000000..9c074da
--- /dev/null
+++ b/singlehtml/_static/copy-button.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>
diff --git a/singlehtml/_static/copybutton.css b/singlehtml/_static/copybutton.css
new file mode 100644
index 0000000..40eafe5
--- /dev/null
+++ b/singlehtml/_static/copybutton.css
@@ -0,0 +1,93 @@
+/* Copy buttons */
+button.copybtn {
+    position: absolute;
+    display: flex;
+    top: .3em;
+    right: .3em;
+    width: 1.7em;
+    height: 1.7em;
+	opacity: 0;
+    transition: opacity 0.3s, border .3s, background-color .3s;
+    user-select: none;
+    padding: 0;
+    border: none;
+    outline: none;
+    border-radius: 0.4em;
+    /* The colors that GitHub uses */
+    border: #1b1f2426 1px solid;
+    background-color: #f6f8fa;
+    color: #57606a;
+}
+
+button.copybtn.success {
+    border-color: #22863a;
+    color: #22863a;
+}
+
+button.copybtn svg {
+    stroke: currentColor;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0.1em;
+}
+
+div.highlight  {
+    position: relative;
+}
+
+.highlight:hover button.copybtn {
+	opacity: 1;
+}
+
+.highlight button.copybtn:hover {
+    background-color: rgb(235, 235, 235);
+}
+
+.highlight button.copybtn:active {
+    background-color: rgb(187, 187, 187);
+}
+
+/**
+ * A minimal CSS-only tooltip copied from:
+ *   https://codepen.io/mildrenben/pen/rVBrpK
+ *
+ * To use, write HTML like the following:
+ *
+ * <p class="o-tooltip--left" data-tooltip="Hey">Short</p>
+ */
+ .o-tooltip--left {
+  position: relative;
+ }
+
+ .o-tooltip--left:after {
+    opacity: 0;
+    visibility: hidden;
+    position: absolute;
+    content: attr(data-tooltip);
+    padding: .2em;
+    font-size: .8em;
+    left: -.2em;
+    background: grey;
+    color: white;
+    white-space: nowrap;
+    z-index: 2;
+    border-radius: 2px;
+    transform: translateX(-102%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+}
+
+.o-tooltip--left:hover:after {
+    display: block;
+    opacity: 1;
+    visibility: visible;
+    transform: translateX(-100%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+    transition-delay: .5s;
+}
+
+/* By default the copy button shouldn't show up when printing a page */
+@media print {
+    button.copybtn {
+        display: none;
+    }
+}
diff --git a/singlehtml/_static/copybutton.js b/singlehtml/_static/copybutton.js
new file mode 100644
index 0000000..f3ecd03
--- /dev/null
+++ b/singlehtml/_static/copybutton.js
@@ -0,0 +1,241 @@
+// Localization support
+const messages = {
+  'en': {
+    'copy': 'Copy',
+    'copy_to_clipboard': 'Copy to clipboard',
+    'copy_success': 'Copied!',
+    'copy_failure': 'Failed to copy',
+  },
+  'es' : {
+    'copy': 'Copiar',
+    'copy_to_clipboard': 'Copiar al portapapeles',
+    'copy_success': '¡Copiado!',
+    'copy_failure': 'Error al copiar',
+  },
+  'de' : {
+    'copy': 'Kopieren',
+    'copy_to_clipboard': 'In die Zwischenablage kopieren',
+    'copy_success': 'Kopiert!',
+    'copy_failure': 'Fehler beim Kopieren',
+  },
+  'fr' : {
+    'copy': 'Copier',
+    'copy_to_clipboard': 'Copié dans le presse-papier',
+    'copy_success': 'Copié !',
+    'copy_failure': 'Échec de la copie',
+  },
+  'ru': {
+    'copy': 'Скопировать',
+    'copy_to_clipboard': 'Скопировать в буфер',
+    'copy_success': 'Скопировано!',
+    'copy_failure': 'Не удалось скопировать',
+  },
+  'zh-CN': {
+    'copy': '复制',
+    'copy_to_clipboard': '复制到剪贴板',
+    'copy_success': '复制成功!',
+    'copy_failure': '复制失败',
+  },
+  'it' : {
+    'copy': 'Copiare',
+    'copy_to_clipboard': 'Copiato negli appunti',
+    'copy_success': 'Copiato!',
+    'copy_failure': 'Errore durante la copia',
+  }
+}
+
+let locale = 'en'
+if( document.documentElement.lang !== undefined
+    && messages[document.documentElement.lang] !== undefined ) {
+  locale = document.documentElement.lang
+}
+
+let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT;
+if (doc_url_root == '#') {
+    doc_url_root = '';
+}
+
+/**
+ * SVG files for our copy buttons
+ */
+let iconCheck = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_success']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>`
+
+// If the user specified their own SVG use that, otherwise use the default
+let iconCopy = ``;
+if (!iconCopy) {
+  iconCopy = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_to_clipboard']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>`
+}
+
+/**
+ * Set up copy/paste for code blocks
+ */
+
+const runWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+
+const codeCellId = index => `codecell${index}`
+
+// Clears selected text since ClipboardJS will select the text when copying
+const clearSelection = () => {
+  if (window.getSelection) {
+    window.getSelection().removeAllRanges()
+  } else if (document.selection) {
+    document.selection.empty()
+  }
+}
+
+// Changes tooltip text for two seconds, then changes it back
+const temporarilyChangeTooltip = (el, oldText, newText) => {
+  el.setAttribute('data-tooltip', newText)
+  el.classList.add('success')
+  setTimeout(() => el.setAttribute('data-tooltip', oldText), 2000)
+  setTimeout(() => el.classList.remove('success'), 2000)
+}
+
+// Changes the copy button icon for two seconds, then changes it back
+const temporarilyChangeIcon = (el) => {
+  el.innerHTML = iconCheck;
+  setTimeout(() => {el.innerHTML = iconCopy}, 2000)
+}
+
+const addCopyButtonToCodeCells = () => {
+  // If ClipboardJS hasn't loaded, wait a bit and try again. This
+  // happens because we load ClipboardJS asynchronously.
+  if (window.ClipboardJS === undefined) {
+    setTimeout(addCopyButtonToCodeCells, 250)
+    return
+  }
+
+  // Add copybuttons to all of our code cells
+  const COPYBUTTON_SELECTOR = 'div.highlight pre';
+  const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR)
+  codeCells.forEach((codeCell, index) => {
+    const id = codeCellId(index)
+    codeCell.setAttribute('id', id)
+
+    const clipboardButton = id =>
+    `<button class="copybtn o-tooltip--left" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
+      ${iconCopy}
+    </button>`
+    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
+  })
+
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
+
+
+var copyTargetText = (trigger) => {
+  var target = document.querySelector(trigger.attributes['data-clipboard-target'].value);
+
+  // get filtered text
+  let exclude = '.linenos, .gp';
+
+  let text = filterText(target, exclude);
+  return formatCopyText(text, '', false, true, true, true, '', '')
+}
+
+  // Initialize with a callback so we can modify the text before copy
+  const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText})
+
+  // Update UI with error/success messages
+  clipboard.on('success', event => {
+    clearSelection()
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success'])
+    temporarilyChangeIcon(event.trigger)
+  })
+
+  clipboard.on('error', event => {
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure'])
+  })
+}
+
+runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/singlehtml/_static/copybutton_funcs.js b/singlehtml/_static/copybutton_funcs.js
new file mode 100644
index 0000000..dbe1aaa
--- /dev/null
+++ b/singlehtml/_static/copybutton_funcs.js
@@ -0,0 +1,73 @@
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+export function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
diff --git a/singlehtml/_static/css/badge_only.css b/singlehtml/_static/css/badge_only.css
new file mode 100644
index 0000000..c718cee
--- /dev/null
+++ b/singlehtml/_static/css/badge_only.css
@@ -0,0 +1 @@
+.clearfix{*zoom:1}.clearfix:after,.clearfix:before{display:table;content:""}.clearfix:after{clear:both}@font-face{font-family:FontAwesome;font-style:normal;font-weight:400;src:url(fonts/fontawesome-webfont.eot?674f50d287a8c48dc19ba404d20fe713?#iefix) format("embedded-opentype"),url(fonts/fontawesome-webfont.woff2?af7ae505a9eed503f8b8e6982036873e) format("woff2"),url(fonts/fontawesome-webfont.woff?fee66e712a8a08eef5805a46892932ad) format("woff"),url(fonts/fontawesome-webfont.ttf?b06871f281fee6b241d60582ae9369b9) format("truetype"),url(fonts/fontawesome-webfont.svg?912ec66d7572ff821749319396470bde#FontAwesome) format("svg")}.fa:before{font-family:FontAwesome;font-style:normal;font-weight:400;line-height:1}.fa:before,a .fa{text-decoration:inherit}.fa:before,a .fa,li .fa{display:inline-block}li .fa-large:before{width:1.875em}ul.fas{list-style-type:none;margin-left:2em;text-indent:-.8em}ul.fas li .fa{width:.8em}ul.fas li .fa-large:before{vertical-align:baseline}.fa-book:before,.icon-book:before{content:"\f02d"}.fa-caret-down:before,.icon-caret-down:before{content:"\f0d7"}.fa-caret-up:before,.icon-caret-up:before{content:"\f0d8"}.fa-caret-left:before,.icon-caret-left:before{content:"\f0d9"}.fa-caret-right:before,.icon-caret-right:before{content:"\f0da"}.rst-versions{position:fixed;bottom:0;left:0;width:300px;color:#fcfcfc;background:#1f1d1d;font-family:Lato,proxima-nova,Helvetica Neue,Arial,sans-serif;z-index:400}.rst-versions a{color:#2980b9;text-decoration:none}.rst-versions .rst-badge-small{display:none}.rst-versions .rst-current-version{padding:12px;background-color:#272525;display:block;text-align:right;font-size:90%;cursor:pointer;color:#27ae60}.rst-versions .rst-current-version:after{clear:both;content:"";display:block}.rst-versions .rst-current-version .fa{color:#fcfcfc}.rst-versions .rst-current-version .fa-book,.rst-versions .rst-current-version .icon-book{float:left}.rst-versions .rst-current-version.rst-out-of-date{background-color:#e74c3c;color:#fff}.rst-versions .rst-current-version.rst-active-old-version{background-color:#f1c40f;color:#000}.rst-versions.shift-up{height:auto;max-height:100%;overflow-y:scroll}.rst-versions.shift-up .rst-other-versions{display:block}.rst-versions .rst-other-versions{font-size:90%;padding:12px;color:grey;display:none}.rst-versions .rst-other-versions hr{display:block;height:1px;border:0;margin:20px 0;padding:0;border-top:1px solid #413d3d}.rst-versions .rst-other-versions dd{display:inline-block;margin:0}.rst-versions .rst-other-versions dd a{display:inline-block;padding:6px;color:#fcfcfc}.rst-versions.rst-badge{width:auto;bottom:20px;right:20px;left:auto;border:none;max-width:300px;max-height:90%}.rst-versions.rst-badge .fa-book,.rst-versions.rst-badge .icon-book{float:none;line-height:30px}.rst-versions.rst-badge.shift-up .rst-current-version{text-align:right}.rst-versions.rst-badge.shift-up .rst-current-version .fa-book,.rst-versions.rst-badge.shift-up .rst-current-version .icon-book{float:left}.rst-versions.rst-badge>.rst-current-version{width:auto;height:30px;line-height:30px;padding:0 6px;display:block;text-align:center}@media screen and (max-width:768px){.rst-versions{width:85%;display:none}.rst-versions.shift{display:block}}
\ No newline at end of file
diff --git a/singlehtml/_static/css/fonts/Roboto-Slab-Bold.woff b/singlehtml/_static/css/fonts/Roboto-Slab-Bold.woff
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new file mode 100644
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diff --git a/singlehtml/_static/css/fonts/Roboto-Slab-Regular.woff b/singlehtml/_static/css/fonts/Roboto-Slab-Regular.woff
new file mode 100644
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diff --git a/singlehtml/_static/css/fonts/Roboto-Slab-Regular.woff2 b/singlehtml/_static/css/fonts/Roboto-Slab-Regular.woff2
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diff --git a/singlehtml/_static/css/fonts/fontawesome-webfont.eot b/singlehtml/_static/css/fonts/fontawesome-webfont.eot
new file mode 100644
index 0000000..e9f60ca
Binary files /dev/null and b/singlehtml/_static/css/fonts/fontawesome-webfont.eot differ
diff --git a/singlehtml/_static/css/fonts/fontawesome-webfont.svg b/singlehtml/_static/css/fonts/fontawesome-webfont.svg
new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/singlehtml/_static/css/fonts/fontawesome-webfont.svg
@@ -0,0 +1,2671 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg>
+<metadata>
+Created by FontForge 20120731 at Mon Oct 24 17:37:40 2016
+ By ,,,
+Copyright Dave Gandy 2016. All rights reserved.
+</metadata>
+<defs>
+<font id="FontAwesome" horiz-adv-x="1536" >
+  <font-face 
+    font-family="FontAwesome"
+    font-weight="400"
+    font-stretch="normal"
+    units-per-em="1792"
+    panose-1="0 0 0 0 0 0 0 0 0 0"
+    ascent="1536"
+    descent="-256"
+    bbox="-1.02083 -256.962 2304.6 1537.02"
+    underline-thickness="0"
+    underline-position="0"
+    unicode-range="U+0020-F500"
+  />
+<missing-glyph horiz-adv-x="896" 
+d="M224 112h448v1312h-448v-1312zM112 0v1536h672v-1536h-672z" />
+    <glyph glyph-name=".notdef" horiz-adv-x="896" 
+d="M224 112h448v1312h-448v-1312zM112 0v1536h672v-1536h-672z" />
+    <glyph glyph-name=".null" horiz-adv-x="0" 
+ />
+    <glyph glyph-name="nonmarkingreturn" horiz-adv-x="597" 
+ />
+    <glyph glyph-name="space" unicode=" " horiz-adv-x="448" 
+ />
+    <glyph glyph-name="dieresis" unicode="&#xa8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="copyright" unicode="&#xa9;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="registered" unicode="&#xae;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
+ />
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+ />
+    <glyph glyph-name="Oslash" unicode="&#xd8;" horiz-adv-x="1792" 
+ />
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+ />
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+ />
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diff --git a/singlehtml/_static/doctools.js b/singlehtml/_static/doctools.js
new file mode 100644
index 0000000..4d67807
--- /dev/null
+++ b/singlehtml/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/singlehtml/_static/documentation_options.js b/singlehtml/_static/documentation_options.js
new file mode 100644
index 0000000..89003c6
--- /dev/null
+++ b/singlehtml/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'singlehtml',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
diff --git a/singlehtml/_static/file.png b/singlehtml/_static/file.png
new file mode 100644
index 0000000..a858a41
Binary files /dev/null and b/singlehtml/_static/file.png differ
diff --git a/singlehtml/_static/jquery.js b/singlehtml/_static/jquery.js
new file mode 100644
index 0000000..c4c6022
--- /dev/null
+++ b/singlehtml/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
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[id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}if(t.length>0){$(".wy-menu-vertical .current").removeClass("current").attr("aria-expanded","false"),t.addClass("current").attr("aria-expanded","true"),t.closest("li.toctree-l1").parent().addClass("current").attr("aria-expanded","true");for(let n=1;n<=10;n++)t.closest("li.toctree-l"+n).addClass("current").attr("aria-expanded","true");t[0].scrollIntoView()}}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(document).height()},hashChange:function(){this.linkScroll=!0,this.win.one("hashchange",(function(){this.linkScroll=!1}))},toggleCurrent:function(n){var e=n.closest("li");e.siblings("li.current").removeClass("current").attr("aria-expanded","false"),e.siblings().find("li.current").removeClass("current").attr("aria-expanded","false");var t=e.find("> ul li");t.length&&(t.removeClass("current").attr("aria-expanded","false"),e.toggleClass("current").attr("aria-expanded",(function(n,e){return"true"==e?"false":"true"})))}},"undefined"!=typeof window&&(window.SphinxRtdTheme={Navigation:n.exports.ThemeNav,StickyNav:n.exports.ThemeNav}),function(){for(var n=0,e=["ms","moz","webkit","o"],t=0;t<e.length&&!window.requestAnimationFrame;++t)window.requestAnimationFrame=window[e[t]+"RequestAnimationFrame"],window.cancelAnimationFrame=window[e[t]+"CancelAnimationFrame"]||window[e[t]+"CancelRequestAnimationFrame"];window.requestAnimationFrame||(window.requestAnimationFrame=function(e,t){var i=(new Date).getTime(),o=Math.max(0,16-(i-n)),r=window.setTimeout((function(){e(i+o)}),o);return n=i+o,r}),window.cancelAnimationFrame||(window.cancelAnimationFrame=function(n){clearTimeout(n)})}()}).call(window)},function(n,e){n.exports=jQuery},function(n,e,t){}]);
\ No newline at end of file
diff --git a/singlehtml/_static/language_data.js b/singlehtml/_static/language_data.js
new file mode 100644
index 0000000..367b8ed
--- /dev/null
+++ b/singlehtml/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, if available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/singlehtml/_static/minipres.js b/singlehtml/_static/minipres.js
new file mode 100644
index 0000000..ad11c87
--- /dev/null
+++ b/singlehtml/_static/minipres.js
@@ -0,0 +1,223 @@
+// Add goTo method to elements
+// http://stackoverflow.com/questions/4801655/how-to-go-to-a-specific-element-on-page
+(function($) {
+    $.fn.goTo = function() {
+        $('html, body').animate({
+            scrollTop: $(this).offset().top //+ 'px'
+        }, 'fast');
+        return this; // for chaining...
+    }
+})(jQuery);
+
+// NO good way to do this!.  Copy a hack from here
+// https://stackoverflow.com/questions/901115/how-can-i-get-query-string-values-in-javascript
+// https://stackoverflow.com/a/2880929
+var urlParams;
+(window.onpopstate = function () {
+    var match,
+        pl     = /\+/g,  // Regex for replacing addition symbol with a space
+        search = /([^&=]+)=?([^&]*)/g,
+        decode = function (s) { return decodeURIComponent(s.replace(pl, " ")); },
+        query  = window.location.search.substring(1);
+    urlParams = {};
+    while (match = search.exec(query))
+	urlParams[decode(match[1])] = decode(match[2]);
+})();
+
+// Select heading levels
+var maxHeading = urlParams['h']
+if (maxHeading === undefined) maxHeading = 2
+var headingLevels = [];
+for (h=2 ; h<maxHeading+1 ; h++)
+    headingLevels.push("h"+h);
+var sectionSelector = headingLevels.join(", ");
+
+// Select heading levels which will be *hidden*
+var minHeading = urlParams['minh'];
+var hiddenSectionSelector = [ ];
+if (minHeading) {
+    for (h=Number(minHeading) ; h<7 ; h++)
+	hiddenSectionSelector.push("h"+h);
+}
+var hiddenSectionSelector = hiddenSectionSelector.join(", ");
+
+
+function section_find() {
+    /* Find all the relevant sections that start each slide.  The
+     * meaning of section in effect *only* matters as much as it can
+     * be parsed by section_top_and_height.
+     */
+    //var sections = $(".title, .section");
+    var sections = $(sectionSelector);
+    return sections;
+}
+
+function section_top_and_height(targetSection) {
+    /* Return object containging {top, height} for the passed section:
+     * the offset relative to the whole page, and height of the
+     * section (or zero if it can't be found).
+     */
+    var parent = targetSection.parentNode;
+
+    // ReStructuredText / Sphinx sections
+    if (parent.className == "section") {
+	targetSection = parent;
+	var top = $(targetSection).offset()["top"];
+	if (targetSection.getBoundingClientRect)
+	    var height = targetSection.getBoundingClientRect()["height"] || 0;
+	else
+	    var height = 0;
+	return {"top":top, "height":height};
+    }
+
+    // Default, no fancy logic
+    var top = $(targetSection).offset()["top"];
+    var height = 0;
+    console.log("default mode:", top, height)
+    return {"top":top, "height":height};
+
+}
+
+
+function switch_slide(delta) {
+    /* scroll `delta` sections forward or backwards
+     */
+    var sections = section_find();
+    console.log(sections);
+
+    var curPos = -10;
+    // Iterate all sections until we find the last one *above* the
+    // center of the screen.
+    for(i=0; i<sections.length; i++) {
+	screen_center = window.innerHeight/2;
+	element_top = sections[i].getBoundingClientRect()["top"]
+        if ( element_top < screen_center ) {
+            continue;
+        }
+        curPos = i-1;
+        break;
+    }
+    console.log("cur=", curPos);
+
+    // We didn't find anything - we are at the bottom of the page.
+    if (curPos == -10) {
+	curPos = sections.length - 1;
+    }
+
+    // Target element we want to scroll to
+    var targetPos = curPos + delta;
+    console.log("target=", targetPos);
+
+    // If we ask for -1, go directly to the top of the whole page.
+    if ( targetPos == -1 ) {
+	//var targetSection = $("body")
+	$('html, body').animate({
+            scrollTop: 0
+	}, 'fast');
+	return;
+    }
+
+    if ( targetPos < 0 || targetPos > (sections.length-1) ) {
+    // if we would scroll past bottom, or above top, do nothing
+        return;
+    }
+
+    console.log('xxxxxx');
+    var targetSection = sections[targetPos];
+    console.log(targetSection, typeof(targetSection));
+
+    // Return targetSection top and height
+    var secProperties = section_top_and_height(targetSection);
+    var top = secProperties['top'];
+    var height = secProperties['height']
+    var win_height = window.innerHeight;
+    //console.info(top, height, win_height)
+
+    var scroll_to = 0;
+    if (height >= win_height || height == 0) {
+        scroll_to = top;
+    } else {
+        scroll_to = top - (win_height-height)/3.;
+    }
+    //console.info(top, height, win_height, scroll_to)
+
+    $('html, body').animate({
+        scrollTop: scroll_to //+ 'px'
+    }, 'fast');
+
+}
+
+
+function minipres() {
+    /* Enable the minipres mode:
+       - call the hide() function
+       - set up the scrolling listener
+     */
+    document.addEventListener('keydown', function (event) {
+        switch(event.which) {
+        case 37: // left
+            switch_slide(-1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 38: // up
+        case 39: // right
+            switch_slide(+1);
+            event.preventDefault();
+            return false;
+    	    break;
+        //case 40: // down
+        default:
+    	    return; // exit this handler for other keys
+        }
+    }, true)
+
+    hide()
+
+    // Increase space between sections
+    //$("div .section").css('margin-bottom', '50%');
+    $(sectionSelector).css('margin-top', '50%');
+
+    // Reduce size/color of other sections
+    if (hiddenSectionSelector.length > 0) {
+        var hideNodes = $(hiddenSectionSelector);
+        console.log(typeof hideNodes, hideNodes);
+        for (node in hideNodes) {
+            console.log("a", typeof node, node);
+            node = hideNodes[node];  // what's right way to iterate values?
+            console.log("b", typeof node, node);
+            if (node.parentNode && node.parentNode.className == "section") {
+                node = node.parentNode;
+                console.log("c", typeof node, node);
+                //node.css['transform'] = 'scale(.5)';
+                //node.css['transform-origin'] = 'top center';
+                $(node).css('color', 'lightgrey');
+                //$(node).css('font-size', '20%');
+                //$(node).css('visibility', 'collapse');
+                //ntahousnatouhasno;
+            }
+        }
+    }
+}
+
+function hide() {
+    /* Hide all non-essential elements on the page
+     */
+
+    // This is for sphinx_rst_theme and readthedocs
+    $(".wy-nav-side").remove();
+    $(".wy-nav-content-wrap").css('margin-left', 0);
+    $('.rst-versions').remove();  // readthedocs version selector
+
+    // Add other formats here.
+}
+
+
+var slideshow = minipres;
+
+if (window.location.search.match(/[?&](minipres|slideshow|pres)([=&]|$)/) ) {
+    //minipres()
+    window.addEventListener("load", minipres);
+} else if (window.location.search.match(/[?&](plain)([=&]|$)/) ) {
+    window.addEventListener("load", hide);
+}
diff --git a/singlehtml/_static/minus.png b/singlehtml/_static/minus.png
new file mode 100644
index 0000000..d96755f
Binary files /dev/null and b/singlehtml/_static/minus.png differ
diff --git a/singlehtml/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css b/singlehtml/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
new file mode 100644
index 0000000..3356631
--- /dev/null
+++ b/singlehtml/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
@@ -0,0 +1,2342 @@
+/* Variables */
+:root {
+  --mystnb-source-bg-color: #f7f7f7;
+  --mystnb-stdout-bg-color: #fcfcfc;
+  --mystnb-stderr-bg-color: #fdd;
+  --mystnb-traceback-bg-color: #fcfcfc;
+  --mystnb-source-border-color: #ccc;
+  --mystnb-source-margin-color: green;
+  --mystnb-stdout-border-color: #f7f7f7;
+  --mystnb-stderr-border-color: #f7f7f7;
+  --mystnb-traceback-border-color: #ffd6d6;
+  --mystnb-hide-prompt-opacity: 70%;
+  --mystnb-source-border-radius: .4em;
+  --mystnb-source-border-width: 1px;
+}
+
+/* Whole cell */
+div.container.cell {
+  padding-left: 0;
+  margin-bottom: 1em;
+}
+
+/* Removing all background formatting so we can control at the div level */
+.cell_input div.highlight,
+.cell_output pre,
+.cell_input pre,
+.cell_output .output {
+  border: none;
+  box-shadow: none;
+}
+
+.cell_output .output pre,
+.cell_input pre {
+  margin: 0px;
+}
+
+/* Input cells */
+div.cell div.cell_input,
+div.cell details.above-input>summary {
+  padding-left: 0em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  background-color: var(--mystnb-source-bg-color);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+  border-radius: var(--mystnb-source-border-radius);
+}
+
+div.cell_input>div,
+div.cell_output div.output>div.highlight {
+  margin: 0em !important;
+  border: none !important;
+}
+
+/* All cell outputs */
+.cell_output {
+  padding-left: 1em;
+  padding-right: 0em;
+  margin-top: 1em;
+}
+
+/* Text outputs from cells */
+.cell_output .output.text_plain,
+.cell_output .output.traceback,
+.cell_output .output.stream,
+.cell_output .output.stderr {
+  margin-top: 1em;
+  margin-bottom: 0em;
+  box-shadow: none;
+}
+
+.cell_output .output.text_plain,
+.cell_output .output.stream {
+  background: var(--mystnb-stdout-bg-color);
+  border: 1px solid var(--mystnb-stdout-border-color);
+}
+
+.cell_output .output.stderr {
+  background: var(--mystnb-stderr-bg-color);
+  border: 1px solid var(--mystnb-stderr-border-color);
+}
+
+.cell_output .output.traceback {
+  background: var(--mystnb-traceback-bg-color);
+  border: 1px solid var(--mystnb-traceback-border-color);
+}
+
+/* Collapsible cell content */
+div.cell details.above-input div.cell_input {
+  border-top-left-radius: 0;
+  border-top-right-radius: 0;
+  border-top: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+}
+
+div.cell div.cell_input.above-output-prompt {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+}
+
+div.cell details.above-input>summary {
+  border-bottom-left-radius: 0;
+  border-bottom-right-radius: 0;
+  border-bottom: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+  padding-left: 1em;
+  margin-bottom: 0;
+}
+
+div.cell details.above-output>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.below-input>summary {
+  background-color: var(--mystnb-source-bg-color);
+  padding-left: 1em;
+  padding-right: 0em;
+  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
+  border-top: none;
+  border-bottom-left-radius: var(--mystnb-source-border-radius);
+  border-bottom-right-radius: var(--mystnb-source-border-radius);
+  border-left-color: var(--mystnb-source-margin-color);
+  border-left-width: medium;
+}
+
+div.cell details.hide>summary>span {
+  opacity: var(--mystnb-hide-prompt-opacity);
+}
+
+div.cell details.hide[open]>summary>span.collapsed {
+  display: none;
+}
+
+div.cell details.hide:not([open])>summary>span.expanded {
+  display: none;
+}
+
+@keyframes collapsed-fade-in {
+  0% {
+    opacity: 0;
+  }
+
+  100% {
+    opacity: 1;
+  }
+}
+div.cell details.hide[open]>summary~* {
+  -moz-animation: collapsed-fade-in 0.3s ease-in-out;
+  -webkit-animation: collapsed-fade-in 0.3s ease-in-out;
+  animation: collapsed-fade-in 0.3s ease-in-out;
+}
+
+/* Math align to the left */
+.cell_output .MathJax_Display {
+  text-align: left !important;
+}
+
+/* Pandas tables. Pulled from the Jupyter / nbsphinx CSS */
+div.cell_output table {
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 1em;
+  table-layout: fixed;
+}
+
+div.cell_output thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+
+div.cell_output tr,
+div.cell_output th,
+div.cell_output td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+div.cell_output th {
+  font-weight: bold;
+}
+
+div.cell_output tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+
+div.cell_output tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+
+/** source code line numbers **/
+span.linenos {
+  opacity: 0.5;
+}
+
+/* Inline text from `paste` operation */
+
+span.pasted-text {
+  font-weight: bold;
+}
+
+span.pasted-inline img {
+  max-height: 2em;
+}
+
+tbody span.pasted-inline img {
+  max-height: none;
+}
+
+/* Font colors for translated ANSI escape sequences
+Color values are copied from Jupyter Notebook
+https://github.com/jupyter/notebook/blob/52581f8eda9b319eb0390ac77fe5903c38f81e3e/notebook/static/notebook/less/ansicolors.less#L14-L21
+Background colors from
+https://nbsphinx.readthedocs.io/en/latest/code-cells.html#ANSI-Colors
+*/
+div.highlight .-Color-Bold {
+  font-weight: bold;
+}
+
+div.highlight .-Color[class*=-Black] {
+  color: #3E424D
+}
+
+div.highlight .-Color[class*=-Red] {
+  color: #E75C58
+}
+
+div.highlight .-Color[class*=-Green] {
+  color: #00A250
+}
+
+div.highlight .-Color[class*=-Yellow] {
+  color: #DDB62B
+}
+
+div.highlight .-Color[class*=-Blue] {
+  color: #208FFB
+}
+
+div.highlight .-Color[class*=-Magenta] {
+  color: #D160C4
+}
+
+div.highlight .-Color[class*=-Cyan] {
+  color: #60C6C8
+}
+
+div.highlight .-Color[class*=-White] {
+  color: #C5C1B4
+}
+
+div.highlight .-Color[class*=-BGBlack] {
+  background-color: #3E424D
+}
+
+div.highlight .-Color[class*=-BGRed] {
+  background-color: #E75C58
+}
+
+div.highlight .-Color[class*=-BGGreen] {
+  background-color: #00A250
+}
+
+div.highlight .-Color[class*=-BGYellow] {
+  background-color: #DDB62B
+}
+
+div.highlight .-Color[class*=-BGBlue] {
+  background-color: #208FFB
+}
+
+div.highlight .-Color[class*=-BGMagenta] {
+  background-color: #D160C4
+}
+
+div.highlight .-Color[class*=-BGCyan] {
+  background-color: #60C6C8
+}
+
+div.highlight .-Color[class*=-BGWhite] {
+  background-color: #C5C1B4
+}
+
+/* Font colors for 8-bit ANSI */
+
+div.highlight .-Color[class*=-C0] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC0] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C1] {
+  color: #800000
+}
+
+div.highlight .-Color[class*=-BGC1] {
+  background-color: #800000
+}
+
+div.highlight .-Color[class*=-C2] {
+  color: #008000
+}
+
+div.highlight .-Color[class*=-BGC2] {
+  background-color: #008000
+}
+
+div.highlight .-Color[class*=-C3] {
+  color: #808000
+}
+
+div.highlight .-Color[class*=-BGC3] {
+  background-color: #808000
+}
+
+div.highlight .-Color[class*=-C4] {
+  color: #000080
+}
+
+div.highlight .-Color[class*=-BGC4] {
+  background-color: #000080
+}
+
+div.highlight .-Color[class*=-C5] {
+  color: #800080
+}
+
+div.highlight .-Color[class*=-BGC5] {
+  background-color: #800080
+}
+
+div.highlight .-Color[class*=-C6] {
+  color: #008080
+}
+
+div.highlight .-Color[class*=-BGC6] {
+  background-color: #008080
+}
+
+div.highlight .-Color[class*=-C7] {
+  color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-BGC7] {
+  background-color: #C0C0C0
+}
+
+div.highlight .-Color[class*=-C8] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC8] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C9] {
+  color: #FF0000
+}
+
+div.highlight .-Color[class*=-BGC9] {
+  background-color: #FF0000
+}
+
+div.highlight .-Color[class*=-C10] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC10] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C11] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC11] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C12] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC12] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C13] {
+  color: #FF00FF
+}
+
+div.highlight .-Color[class*=-BGC13] {
+  background-color: #FF00FF
+}
+
+div.highlight .-Color[class*=-C14] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC14] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C15] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC15] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C16] {
+  color: #000000
+}
+
+div.highlight .-Color[class*=-BGC16] {
+  background-color: #000000
+}
+
+div.highlight .-Color[class*=-C17] {
+  color: #00005F
+}
+
+div.highlight .-Color[class*=-BGC17] {
+  background-color: #00005F
+}
+
+div.highlight .-Color[class*=-C18] {
+  color: #000087
+}
+
+div.highlight .-Color[class*=-BGC18] {
+  background-color: #000087
+}
+
+div.highlight .-Color[class*=-C19] {
+  color: #0000AF
+}
+
+div.highlight .-Color[class*=-BGC19] {
+  background-color: #0000AF
+}
+
+div.highlight .-Color[class*=-C20] {
+  color: #0000D7
+}
+
+div.highlight .-Color[class*=-BGC20] {
+  background-color: #0000D7
+}
+
+div.highlight .-Color[class*=-C21] {
+  color: #0000FF
+}
+
+div.highlight .-Color[class*=-BGC21] {
+  background-color: #0000FF
+}
+
+div.highlight .-Color[class*=-C22] {
+  color: #005F00
+}
+
+div.highlight .-Color[class*=-BGC22] {
+  background-color: #005F00
+}
+
+div.highlight .-Color[class*=-C23] {
+  color: #005F5F
+}
+
+div.highlight .-Color[class*=-BGC23] {
+  background-color: #005F5F
+}
+
+div.highlight .-Color[class*=-C24] {
+  color: #005F87
+}
+
+div.highlight .-Color[class*=-BGC24] {
+  background-color: #005F87
+}
+
+div.highlight .-Color[class*=-C25] {
+  color: #005FAF
+}
+
+div.highlight .-Color[class*=-BGC25] {
+  background-color: #005FAF
+}
+
+div.highlight .-Color[class*=-C26] {
+  color: #005FD7
+}
+
+div.highlight .-Color[class*=-BGC26] {
+  background-color: #005FD7
+}
+
+div.highlight .-Color[class*=-C27] {
+  color: #005FFF
+}
+
+div.highlight .-Color[class*=-BGC27] {
+  background-color: #005FFF
+}
+
+div.highlight .-Color[class*=-C28] {
+  color: #008700
+}
+
+div.highlight .-Color[class*=-BGC28] {
+  background-color: #008700
+}
+
+div.highlight .-Color[class*=-C29] {
+  color: #00875F
+}
+
+div.highlight .-Color[class*=-BGC29] {
+  background-color: #00875F
+}
+
+div.highlight .-Color[class*=-C30] {
+  color: #008787
+}
+
+div.highlight .-Color[class*=-BGC30] {
+  background-color: #008787
+}
+
+div.highlight .-Color[class*=-C31] {
+  color: #0087AF
+}
+
+div.highlight .-Color[class*=-BGC31] {
+  background-color: #0087AF
+}
+
+div.highlight .-Color[class*=-C32] {
+  color: #0087D7
+}
+
+div.highlight .-Color[class*=-BGC32] {
+  background-color: #0087D7
+}
+
+div.highlight .-Color[class*=-C33] {
+  color: #0087FF
+}
+
+div.highlight .-Color[class*=-BGC33] {
+  background-color: #0087FF
+}
+
+div.highlight .-Color[class*=-C34] {
+  color: #00AF00
+}
+
+div.highlight .-Color[class*=-BGC34] {
+  background-color: #00AF00
+}
+
+div.highlight .-Color[class*=-C35] {
+  color: #00AF5F
+}
+
+div.highlight .-Color[class*=-BGC35] {
+  background-color: #00AF5F
+}
+
+div.highlight .-Color[class*=-C36] {
+  color: #00AF87
+}
+
+div.highlight .-Color[class*=-BGC36] {
+  background-color: #00AF87
+}
+
+div.highlight .-Color[class*=-C37] {
+  color: #00AFAF
+}
+
+div.highlight .-Color[class*=-BGC37] {
+  background-color: #00AFAF
+}
+
+div.highlight .-Color[class*=-C38] {
+  color: #00AFD7
+}
+
+div.highlight .-Color[class*=-BGC38] {
+  background-color: #00AFD7
+}
+
+div.highlight .-Color[class*=-C39] {
+  color: #00AFFF
+}
+
+div.highlight .-Color[class*=-BGC39] {
+  background-color: #00AFFF
+}
+
+div.highlight .-Color[class*=-C40] {
+  color: #00D700
+}
+
+div.highlight .-Color[class*=-BGC40] {
+  background-color: #00D700
+}
+
+div.highlight .-Color[class*=-C41] {
+  color: #00D75F
+}
+
+div.highlight .-Color[class*=-BGC41] {
+  background-color: #00D75F
+}
+
+div.highlight .-Color[class*=-C42] {
+  color: #00D787
+}
+
+div.highlight .-Color[class*=-BGC42] {
+  background-color: #00D787
+}
+
+div.highlight .-Color[class*=-C43] {
+  color: #00D7AF
+}
+
+div.highlight .-Color[class*=-BGC43] {
+  background-color: #00D7AF
+}
+
+div.highlight .-Color[class*=-C44] {
+  color: #00D7D7
+}
+
+div.highlight .-Color[class*=-BGC44] {
+  background-color: #00D7D7
+}
+
+div.highlight .-Color[class*=-C45] {
+  color: #00D7FF
+}
+
+div.highlight .-Color[class*=-BGC45] {
+  background-color: #00D7FF
+}
+
+div.highlight .-Color[class*=-C46] {
+  color: #00FF00
+}
+
+div.highlight .-Color[class*=-BGC46] {
+  background-color: #00FF00
+}
+
+div.highlight .-Color[class*=-C47] {
+  color: #00FF5F
+}
+
+div.highlight .-Color[class*=-BGC47] {
+  background-color: #00FF5F
+}
+
+div.highlight .-Color[class*=-C48] {
+  color: #00FF87
+}
+
+div.highlight .-Color[class*=-BGC48] {
+  background-color: #00FF87
+}
+
+div.highlight .-Color[class*=-C49] {
+  color: #00FFAF
+}
+
+div.highlight .-Color[class*=-BGC49] {
+  background-color: #00FFAF
+}
+
+div.highlight .-Color[class*=-C50] {
+  color: #00FFD7
+}
+
+div.highlight .-Color[class*=-BGC50] {
+  background-color: #00FFD7
+}
+
+div.highlight .-Color[class*=-C51] {
+  color: #00FFFF
+}
+
+div.highlight .-Color[class*=-BGC51] {
+  background-color: #00FFFF
+}
+
+div.highlight .-Color[class*=-C52] {
+  color: #5F0000
+}
+
+div.highlight .-Color[class*=-BGC52] {
+  background-color: #5F0000
+}
+
+div.highlight .-Color[class*=-C53] {
+  color: #5F005F
+}
+
+div.highlight .-Color[class*=-BGC53] {
+  background-color: #5F005F
+}
+
+div.highlight .-Color[class*=-C54] {
+  color: #5F0087
+}
+
+div.highlight .-Color[class*=-BGC54] {
+  background-color: #5F0087
+}
+
+div.highlight .-Color[class*=-C55] {
+  color: #5F00AF
+}
+
+div.highlight .-Color[class*=-BGC55] {
+  background-color: #5F00AF
+}
+
+div.highlight .-Color[class*=-C56] {
+  color: #5F00D7
+}
+
+div.highlight .-Color[class*=-BGC56] {
+  background-color: #5F00D7
+}
+
+div.highlight .-Color[class*=-C57] {
+  color: #5F00FF
+}
+
+div.highlight .-Color[class*=-BGC57] {
+  background-color: #5F00FF
+}
+
+div.highlight .-Color[class*=-C58] {
+  color: #5F5F00
+}
+
+div.highlight .-Color[class*=-BGC58] {
+  background-color: #5F5F00
+}
+
+div.highlight .-Color[class*=-C59] {
+  color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-BGC59] {
+  background-color: #5F5F5F
+}
+
+div.highlight .-Color[class*=-C60] {
+  color: #5F5F87
+}
+
+div.highlight .-Color[class*=-BGC60] {
+  background-color: #5F5F87
+}
+
+div.highlight .-Color[class*=-C61] {
+  color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-BGC61] {
+  background-color: #5F5FAF
+}
+
+div.highlight .-Color[class*=-C62] {
+  color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-BGC62] {
+  background-color: #5F5FD7
+}
+
+div.highlight .-Color[class*=-C63] {
+  color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-BGC63] {
+  background-color: #5F5FFF
+}
+
+div.highlight .-Color[class*=-C64] {
+  color: #5F8700
+}
+
+div.highlight .-Color[class*=-BGC64] {
+  background-color: #5F8700
+}
+
+div.highlight .-Color[class*=-C65] {
+  color: #5F875F
+}
+
+div.highlight .-Color[class*=-BGC65] {
+  background-color: #5F875F
+}
+
+div.highlight .-Color[class*=-C66] {
+  color: #5F8787
+}
+
+div.highlight .-Color[class*=-BGC66] {
+  background-color: #5F8787
+}
+
+div.highlight .-Color[class*=-C67] {
+  color: #5F87AF
+}
+
+div.highlight .-Color[class*=-BGC67] {
+  background-color: #5F87AF
+}
+
+div.highlight .-Color[class*=-C68] {
+  color: #5F87D7
+}
+
+div.highlight .-Color[class*=-BGC68] {
+  background-color: #5F87D7
+}
+
+div.highlight .-Color[class*=-C69] {
+  color: #5F87FF
+}
+
+div.highlight .-Color[class*=-BGC69] {
+  background-color: #5F87FF
+}
+
+div.highlight .-Color[class*=-C70] {
+  color: #5FAF00
+}
+
+div.highlight .-Color[class*=-BGC70] {
+  background-color: #5FAF00
+}
+
+div.highlight .-Color[class*=-C71] {
+  color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-BGC71] {
+  background-color: #5FAF5F
+}
+
+div.highlight .-Color[class*=-C72] {
+  color: #5FAF87
+}
+
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+  background-color: #5FAF87
+}
+
+div.highlight .-Color[class*=-C73] {
+  color: #5FAFAF
+}
+
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+  background-color: #5FAFAF
+}
+
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+  color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-BGC74] {
+  background-color: #5FAFD7
+}
+
+div.highlight .-Color[class*=-C75] {
+  color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-BGC75] {
+  background-color: #5FAFFF
+}
+
+div.highlight .-Color[class*=-C76] {
+  color: #5FD700
+}
+
+div.highlight .-Color[class*=-BGC76] {
+  background-color: #5FD700
+}
+
+div.highlight .-Color[class*=-C77] {
+  color: #5FD75F
+}
+
+div.highlight .-Color[class*=-BGC77] {
+  background-color: #5FD75F
+}
+
+div.highlight .-Color[class*=-C78] {
+  color: #5FD787
+}
+
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+}
+
+div.highlight .-Color[class*=-C79] {
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+}
+
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+  background-color: #5FD7AF
+}
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+  color: #5FD7D7
+}
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+div.highlight .-Color[class*=-BGC80] {
+  background-color: #5FD7D7
+}
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+  color: #5FD7FF
+}
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+  background-color: #5FD7FF
+}
+
+div.highlight .-Color[class*=-C82] {
+  color: #5FFF00
+}
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+}
+
+div.highlight .-Color[class*=-C83] {
+  color: #5FFF5F
+}
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+  background-color: #5FFF5F
+}
+
+div.highlight .-Color[class*=-C84] {
+  color: #5FFF87
+}
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+}
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+  color: #5FFFAF
+}
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+  background-color: #5FFFAF
+}
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+  color: #5FFFD7
+}
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+div.highlight .-Color[class*=-BGC86] {
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+}
+
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+  color: #5FFFFF
+}
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+}
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+}
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+}
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+}
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+  background-color: #87005F
+}
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+}
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+}
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+div.highlight .-Color[class*=-C91] {
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+}
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+}
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+  color: #8700D7
+}
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+  background-color: #8700D7
+}
+
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  color: #FF875F
+}
+
+div.highlight .-Color[class*=-BGC209] {
+  background-color: #FF875F
+}
+
+div.highlight .-Color[class*=-C210] {
+  color: #FF8787
+}
+
+div.highlight .-Color[class*=-BGC210] {
+  background-color: #FF8787
+}
+
+div.highlight .-Color[class*=-C211] {
+  color: #FF87AF
+}
+
+div.highlight .-Color[class*=-BGC211] {
+  background-color: #FF87AF
+}
+
+div.highlight .-Color[class*=-C212] {
+  color: #FF87D7
+}
+
+div.highlight .-Color[class*=-BGC212] {
+  background-color: #FF87D7
+}
+
+div.highlight .-Color[class*=-C213] {
+  color: #FF87FF
+}
+
+div.highlight .-Color[class*=-BGC213] {
+  background-color: #FF87FF
+}
+
+div.highlight .-Color[class*=-C214] {
+  color: #FFAF00
+}
+
+div.highlight .-Color[class*=-BGC214] {
+  background-color: #FFAF00
+}
+
+div.highlight .-Color[class*=-C215] {
+  color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-BGC215] {
+  background-color: #FFAF5F
+}
+
+div.highlight .-Color[class*=-C216] {
+  color: #FFAF87
+}
+
+div.highlight .-Color[class*=-BGC216] {
+  background-color: #FFAF87
+}
+
+div.highlight .-Color[class*=-C217] {
+  color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-BGC217] {
+  background-color: #FFAFAF
+}
+
+div.highlight .-Color[class*=-C218] {
+  color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-BGC218] {
+  background-color: #FFAFD7
+}
+
+div.highlight .-Color[class*=-C219] {
+  color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-BGC219] {
+  background-color: #FFAFFF
+}
+
+div.highlight .-Color[class*=-C220] {
+  color: #FFD700
+}
+
+div.highlight .-Color[class*=-BGC220] {
+  background-color: #FFD700
+}
+
+div.highlight .-Color[class*=-C221] {
+  color: #FFD75F
+}
+
+div.highlight .-Color[class*=-BGC221] {
+  background-color: #FFD75F
+}
+
+div.highlight .-Color[class*=-C222] {
+  color: #FFD787
+}
+
+div.highlight .-Color[class*=-BGC222] {
+  background-color: #FFD787
+}
+
+div.highlight .-Color[class*=-C223] {
+  color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-BGC223] {
+  background-color: #FFD7AF
+}
+
+div.highlight .-Color[class*=-C224] {
+  color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-BGC224] {
+  background-color: #FFD7D7
+}
+
+div.highlight .-Color[class*=-C225] {
+  color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-BGC225] {
+  background-color: #FFD7FF
+}
+
+div.highlight .-Color[class*=-C226] {
+  color: #FFFF00
+}
+
+div.highlight .-Color[class*=-BGC226] {
+  background-color: #FFFF00
+}
+
+div.highlight .-Color[class*=-C227] {
+  color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-BGC227] {
+  background-color: #FFFF5F
+}
+
+div.highlight .-Color[class*=-C228] {
+  color: #FFFF87
+}
+
+div.highlight .-Color[class*=-BGC228] {
+  background-color: #FFFF87
+}
+
+div.highlight .-Color[class*=-C229] {
+  color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-BGC229] {
+  background-color: #FFFFAF
+}
+
+div.highlight .-Color[class*=-C230] {
+  color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-BGC230] {
+  background-color: #FFFFD7
+}
+
+div.highlight .-Color[class*=-C231] {
+  color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-BGC231] {
+  background-color: #FFFFFF
+}
+
+div.highlight .-Color[class*=-C232] {
+  color: #080808
+}
+
+div.highlight .-Color[class*=-BGC232] {
+  background-color: #080808
+}
+
+div.highlight .-Color[class*=-C233] {
+  color: #121212
+}
+
+div.highlight .-Color[class*=-BGC233] {
+  background-color: #121212
+}
+
+div.highlight .-Color[class*=-C234] {
+  color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-BGC234] {
+  background-color: #1C1C1C
+}
+
+div.highlight .-Color[class*=-C235] {
+  color: #262626
+}
+
+div.highlight .-Color[class*=-BGC235] {
+  background-color: #262626
+}
+
+div.highlight .-Color[class*=-C236] {
+  color: #303030
+}
+
+div.highlight .-Color[class*=-BGC236] {
+  background-color: #303030
+}
+
+div.highlight .-Color[class*=-C237] {
+  color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-BGC237] {
+  background-color: #3A3A3A
+}
+
+div.highlight .-Color[class*=-C238] {
+  color: #444444
+}
+
+div.highlight .-Color[class*=-BGC238] {
+  background-color: #444444
+}
+
+div.highlight .-Color[class*=-C239] {
+  color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-BGC239] {
+  background-color: #4E4E4E
+}
+
+div.highlight .-Color[class*=-C240] {
+  color: #585858
+}
+
+div.highlight .-Color[class*=-BGC240] {
+  background-color: #585858
+}
+
+div.highlight .-Color[class*=-C241] {
+  color: #626262
+}
+
+div.highlight .-Color[class*=-BGC241] {
+  background-color: #626262
+}
+
+div.highlight .-Color[class*=-C242] {
+  color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-BGC242] {
+  background-color: #6C6C6C
+}
+
+div.highlight .-Color[class*=-C243] {
+  color: #767676
+}
+
+div.highlight .-Color[class*=-BGC243] {
+  background-color: #767676
+}
+
+div.highlight .-Color[class*=-C244] {
+  color: #808080
+}
+
+div.highlight .-Color[class*=-BGC244] {
+  background-color: #808080
+}
+
+div.highlight .-Color[class*=-C245] {
+  color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-BGC245] {
+  background-color: #8A8A8A
+}
+
+div.highlight .-Color[class*=-C246] {
+  color: #949494
+}
+
+div.highlight .-Color[class*=-BGC246] {
+  background-color: #949494
+}
+
+div.highlight .-Color[class*=-C247] {
+  color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-BGC247] {
+  background-color: #9E9E9E
+}
+
+div.highlight .-Color[class*=-C248] {
+  color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-BGC248] {
+  background-color: #A8A8A8
+}
+
+div.highlight .-Color[class*=-C249] {
+  color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-BGC249] {
+  background-color: #B2B2B2
+}
+
+div.highlight .-Color[class*=-C250] {
+  color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-BGC250] {
+  background-color: #BCBCBC
+}
+
+div.highlight .-Color[class*=-C251] {
+  color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-BGC251] {
+  background-color: #C6C6C6
+}
+
+div.highlight .-Color[class*=-C252] {
+  color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-BGC252] {
+  background-color: #D0D0D0
+}
+
+div.highlight .-Color[class*=-C253] {
+  color: #DADADA
+}
+
+div.highlight .-Color[class*=-BGC253] {
+  background-color: #DADADA
+}
+
+div.highlight .-Color[class*=-C254] {
+  color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-BGC254] {
+  background-color: #E4E4E4
+}
+
+div.highlight .-Color[class*=-C255] {
+  color: #EEEEEE
+}
+
+div.highlight .-Color[class*=-BGC255] {
+  background-color: #EEEEEE
+}
diff --git a/singlehtml/_static/plus.png b/singlehtml/_static/plus.png
new file mode 100644
index 0000000..7107cec
Binary files /dev/null and b/singlehtml/_static/plus.png differ
diff --git a/singlehtml/_static/pygments.css b/singlehtml/_static/pygments.css
new file mode 100644
index 0000000..84ab303
--- /dev/null
+++ b/singlehtml/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #9C6500 } /* Comment.Preproc */
+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #687822 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #767600 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
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+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
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+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/singlehtml/_static/searchtools.js b/singlehtml/_static/searchtools.js
new file mode 100644
index 0000000..b08d58c
--- /dev/null
+++ b/singlehtml/_static/searchtools.js
@@ -0,0 +1,620 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, anchor)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      "Search finished, found ${resultCount} page(s) matching the search query."
+    ).replace('${resultCount}', resultCount);
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+// Helper function used by query() to order search results.
+// Each input is an array of [docname, title, anchor, descr, score, filename].
+// Order the results by score (in opposite order of appearance, since the
+// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
+const _orderResultsByScoreThenName = (a, b) => {
+  const leftScore = a[4];
+  const rightScore = b[4];
+  if (leftScore === rightScore) {
+    // same score: sort alphabetically
+    const leftTitle = a[1].toLowerCase();
+    const rightTitle = b[1].toLowerCase();
+    if (leftTitle === rightTitle) return 0;
+    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+  }
+  return leftScore > rightScore ? 1 : -1;
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString, anchor) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    for (const removalQuery of [".headerlink", "script", "style"]) {
+      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
+    }
+    if (anchor) {
+      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
+      if (anchorContent) return anchorContent.textContent;
+
+      console.warn(
+        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
+      );
+    }
+
+    // if anchor not specified or not found, fall back to main content
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent) return docContent.textContent;
+
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  _parseQuery: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // Collect multiple result groups to be sorted separately and then ordered.
+    // Each is an array of [docname, title, anchor, descr, score, filename].
+    const normalResults = [];
+    const nonMainIndexResults = [];
+
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase().trim();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
+          normalResults.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score + boost,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id, isMain] of foundEntries) {
+          const score = Math.round(100 * queryLower.length / entry.length);
+          const result = [
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ];
+          if (isMain) {
+            normalResults.push(result);
+          } else {
+            nonMainIndexResults.push(result);
+          }
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
+      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
+    }
+
+    // Sort each group of results by score and then alphabetically by name.
+    normalResults.sort(_orderResultsByScoreThenName);
+    nonMainIndexResults.sort(_orderResultsByScoreThenName);
+
+    // Combine the result groups in (reverse) order.
+    // Non-main index entries are typically arbitrary cross-references,
+    // so display them after other results.
+    let results = [...nonMainIndexResults, ...normalResults];
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    return results.reverse();
+  },
+
+  query: (query) => {
+    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
+    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        if (!terms.hasOwnProperty(word)) {
+          Object.keys(terms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: terms[term], score: Scorer.partialTerm });
+          });
+        }
+        if (!titleTerms.hasOwnProperty(word)) {
+          Object.keys(titleTerms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
+          });
+        }
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (!fileMap.has(file)) fileMap.set(file, [word]);
+        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords, anchor) => {
+    const text = Search.htmlToText(htmlText, anchor);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/singlehtml/_static/sphinx_highlight.js b/singlehtml/_static/sphinx_highlight.js
new file mode 100644
index 0000000..8a96c69
--- /dev/null
+++ b/singlehtml/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/singlehtml/_static/sphinx_lesson.css b/singlehtml/_static/sphinx_lesson.css
new file mode 100644
index 0000000..14b20c6
--- /dev/null
+++ b/singlehtml/_static/sphinx_lesson.css
@@ -0,0 +1,51 @@
+/* sphinx_lesson.css */
+
+body.wy-body-for-nav img.with-border {
+    border: 2px solid;
+}
+
+.rst-content .admonition-no-content {
+    padding-bottom: 0px;
+}
+
+.rst-content .demo > .admonition-title::before {
+    content: "\01F440";  /* Eyes */ }
+.rst-content .type-along > .admonition-title::before {
+    content: "\02328\0FE0F";  /* Keyboard */ }
+.rst-content .exercise > .admonition-title::before {
+    content: "\0270D\0FE0F";  /* Hand */ }
+.rst-content .solution > .admonition-title::before {
+    content: "\02714\0FE0E";  /* Check mark */ }
+.rst-content .homework > .admonition-title::before {
+    content: "\01F4DD";  /* Memo */ }
+.rst-content .discussion > .admonition-title::before {
+    content: "\01F4AC";  /* Speech balloon */ }
+.rst-content .questions > .admonition-title::before {
+    content: "\02753\0FE0E";  /* Question mark */ }
+.rst-content .prerequisites > .admonition-title::before {
+    content: "\02699";  /* Gear */ }
+.rst-content .seealso > .admonition-title::before {
+    content: "\027A1\0FE0E";  /* Question mark */ }
+
+
+/* instructor-note */
+.rst-content .instructor-note {
+    background: #e7e7e7;
+}
+.rst-content .instructor-note > .admonition-title {
+    background: #6a6a6a;
+}
+.rst-content .instructor-note > .admonition-title::before {
+    content: "";
+}
+
+
+/* sphinx_toggle_button, make the font white */
+.rst-content .toggle.admonition button.toggle-button {
+    color: white;
+}
+
+/* sphinx-togglebutton, remove underflow when toggled to hidden mode */
+.rst-content .admonition.toggle-hidden {
+    padding-bottom: 0px;
+}
diff --git a/singlehtml/_static/sphinx_rtd_theme_ext_color_contrast.css b/singlehtml/_static/sphinx_rtd_theme_ext_color_contrast.css
new file mode 100644
index 0000000..e68feb8
--- /dev/null
+++ b/singlehtml/_static/sphinx_rtd_theme_ext_color_contrast.css
@@ -0,0 +1,47 @@
+/* The following are for web accessibility of sphinx_rtd_theme: they
+ * solve some of the most frequent contrast issues.  Remove when this
+ * solved:
+ * https://github.com/readthedocs/sphinx_rtd_theme/issues/971
+ */
+/* background: #fcfcfc, note boxes #E7F2FA */
+a { color: #2573A7; }  /* original #2980B9, #1F5C84; */
+body { color: #242424; } /* original #404040, #383838 */
+.wy-side-nav-search>a, .wy-side-nav-search .wy-dropdown>a {
+    color: #ffffff;
+} /* original #fcfcfc */
+footer { color: #737373; } /* original gray=#808080*/
+footer span.commit code, footer span.commit .rst-content tt, .rst-content footer span.commit tt {
+    color: #737373;
+}  /* original gray=#808080*/
+.rst-content tt.literal, .rst-content tt.literal, .rst-content code.literal {
+    color: #AB2314;
+}
+/* Sidebar background */
+.wy-side-nav-search { background-color: #277CB4;}
+
+/* Same, but for pygments */
+.highlight .ch { color: #3E7A89; } /* #! line */
+.highlight .c1 { color: #3E7A89; } /* also comments */
+.highlight .nv { color: #AD3ECC; } /* variable */
+.highlight .gp { color: #B45608; } /* prompt character, $*/
+.highlight .si { color: #3975B1; } /* ${} variable text */
+.highlight .nc { color: #0C78A7; }
+
+/* Sphinx admonitions */
+/* warning */
+.wy-alert.wy-alert-warning .wy-alert-title, .rst-content .wy-alert-warning.note .wy-alert-title, .rst-content .attention .wy-alert-title, .rst-content .caution .wy-alert-title, .rst-content .wy-alert-warning.danger .wy-alert-title, .rst-content .wy-alert-warning.error .wy-alert-title, .rst-content .wy-alert-warning.hint .wy-alert-title, .rst-content .wy-alert-warning.important .wy-alert-title, .rst-content .wy-alert-warning.tip .wy-alert-title, .rst-content .warning .wy-alert-title, .rst-content .wy-alert-warning.seealso .wy-alert-title, .rst-content .admonition-todo .wy-alert-title, .rst-content .wy-alert-warning.admonition .wy-alert-title, .wy-alert.wy-alert-warning .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-warning .admonition-title, .rst-content .wy-alert-warning.note .admonition-title, .rst-content .attention .admonition-title, .rst-content .caution .admonition-title, .rst-content .wy-alert-warning.danger .admonition-title, .rst-content .wy-alert-warning.error .admonition-title, .rst-content .wy-alert-warning.hint .admonition-title, .rst-content .wy-alert-warning.important .admonition-title, .rst-content .wy-alert-warning.tip .admonition-title, .rst-content .warning .admonition-title, .rst-content .wy-alert-warning.seealso .admonition-title, .rst-content .admonition-todo .admonition-title, .rst-content .wy-alert-warning.admonition .admonition-title {
+    background: #B15E16; }
+/* important */
+.wy-alert.wy-alert-success .wy-alert-title, .rst-content .wy-alert-success.note .wy-alert-title, .rst-content .wy-alert-success.attention .wy-alert-title, .rst-content .wy-alert-success.caution .wy-alert-title, .rst-content .wy-alert-success.danger .wy-alert-title, .rst-content .wy-alert-success.error .wy-alert-title, .rst-content .hint .wy-alert-title, .rst-content .important .wy-alert-title, .rst-content .tip .wy-alert-title, .rst-content .wy-alert-success.warning .wy-alert-title, .rst-content .wy-alert-success.seealso .wy-alert-title, .rst-content .wy-alert-success.admonition-todo .wy-alert-title, .rst-content .wy-alert-success.admonition .wy-alert-title, .wy-alert.wy-alert-success .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-success .admonition-title, .rst-content .wy-alert-success.note .admonition-title, .rst-content .wy-alert-success.attention .admonition-title, .rst-content .wy-alert-success.caution .admonition-title, .rst-content .wy-alert-success.danger .admonition-title, .rst-content .wy-alert-success.error .admonition-title, .rst-content .hint .admonition-title, .rst-content .important .admonition-title, .rst-content .tip .admonition-title, .rst-content .wy-alert-success.warning .admonition-title, .rst-content .wy-alert-success.seealso .admonition-title, .rst-content .wy-alert-success.admonition-todo .admonition-title, .rst-content .wy-alert-success.admonition .admonition-title {
+    background: #12826C; }
+/* seealso, note, etc */
+.wy-alert.wy-alert-info .wy-alert-title, .rst-content .note .wy-alert-title, .rst-content .wy-alert-info.attention .wy-alert-title, .rst-content .wy-alert-info.caution .wy-alert-title, .rst-content .wy-alert-info.danger .wy-alert-title, .rst-content .wy-alert-info.error .wy-alert-title, .rst-content .wy-alert-info.hint .wy-alert-title, .rst-content .wy-alert-info.important .wy-alert-title, .rst-content .wy-alert-info.tip .wy-alert-title, .rst-content .wy-alert-info.warning .wy-alert-title, .rst-content .seealso .wy-alert-title, .rst-content .wy-alert-info.admonition-todo .wy-alert-title, .rst-content .wy-alert-info.admonition .wy-alert-title, .wy-alert.wy-alert-info .rst-content .admonition-title, .rst-content .wy-alert.wy-alert-info .admonition-title, .rst-content .note .admonition-title, .rst-content .wy-alert-info.attention .admonition-title, .rst-content .wy-alert-info.caution .admonition-title, .rst-content .wy-alert-info.danger .admonition-title, .rst-content .wy-alert-info.error .admonition-title, .rst-content .wy-alert-info.hint .admonition-title, .rst-content .wy-alert-info.important .admonition-title, .rst-content .wy-alert-info.tip .admonition-title, .rst-content .wy-alert-info.warning .admonition-title, .rst-content .seealso .admonition-title, .rst-content .wy-alert-info.admonition-todo .admonition-title, .rst-content .wy-alert-info.admonition .admonition-title {
+    background: #277CB4; }
+/* error, danger */
+.rst-content .danger .admonition-title, .rst-content .danger .wy-alert-title, .rst-content .error .admonition-title, .rst-content .error .wy-alert-title, .rst-content .wy-alert-danger.admonition-todo .admonition-title, .rst-content .wy-alert-danger.admonition-todo .wy-alert-title, .rst-content .wy-alert-danger.admonition .admonition-title, .rst-content .wy-alert-danger.admonition .wy-alert-title, .rst-content .wy-alert-danger.attention .admonition-title, .rst-content .wy-alert-danger.attention .wy-alert-title, .rst-content .wy-alert-danger.caution .admonition-title, .rst-content .wy-alert-danger.caution .wy-alert-title, .rst-content .wy-alert-danger.hint .admonition-title, .rst-content .wy-alert-danger.hint .wy-alert-title, .rst-content .wy-alert-danger.important .admonition-title, .rst-content .wy-alert-danger.important .wy-alert-title, .rst-content .wy-alert-danger.note .admonition-title, .rst-content .wy-alert-danger.note .wy-alert-title, .rst-content .wy-alert-danger.seealso .admonition-title, .rst-content .wy-alert-danger.seealso .wy-alert-title, .rst-content .wy-alert-danger.tip .admonition-title, .rst-content .wy-alert-danger.tip .wy-alert-title, .rst-content .wy-alert-danger.warning .admonition-title, .rst-content .wy-alert-danger.warning .wy-alert-title, .rst-content .wy-alert.wy-alert-danger .admonition-title, .wy-alert.wy-alert-danger .rst-content .admonition-title, .wy-alert.wy-alert-danger .wy-alert-title {
+    background: #e31704;
+}
+
+/* Generic admonition titles */
+.wy-alert-title, .rst-content .admonition-title {
+    background: #277CB4; }
diff --git a/singlehtml/_static/style.css b/singlehtml/_static/style.css
new file mode 100644
index 0000000..59e60ee
--- /dev/null
+++ b/singlehtml/_static/style.css
@@ -0,0 +1,6 @@
+.rst-content .objectives {
+    background: #fee0d2;
+}
+.rst-content .objectives > .admonition-title {
+    background: #fc9272;
+}
diff --git a/singlehtml/_static/tabs.css b/singlehtml/_static/tabs.css
new file mode 100644
index 0000000..957ba60
--- /dev/null
+++ b/singlehtml/_static/tabs.css
@@ -0,0 +1,89 @@
+.sphinx-tabs {
+  margin-bottom: 1rem;
+}
+
+[role="tablist"] {
+  border-bottom: 1px solid #a0b3bf;
+}
+
+.sphinx-tabs-tab {
+  position: relative;
+  font-family: Lato,'Helvetica Neue',Arial,Helvetica,sans-serif;
+  color: #1D5C87;
+  line-height: 24px;
+  margin: 0;
+  font-size: 16px;
+  font-weight: 400;
+  background-color: rgba(255, 255, 255, 0);
+  border-radius: 5px 5px 0 0;
+  border: 0;
+  padding: 1rem 1.5rem;
+  margin-bottom: 0;
+}
+
+.sphinx-tabs-tab[aria-selected="true"] {
+  font-weight: 700;
+  border: 1px solid #a0b3bf;
+  border-bottom: 1px solid white;
+  margin: -1px;
+  background-color: white;
+}
+
+.sphinx-tabs-tab:focus {
+  z-index: 1;
+  outline-offset: 1px;
+}
+
+.sphinx-tabs-panel {
+  position: relative;
+  padding: 1rem;
+  border: 1px solid #a0b3bf;
+  margin: 0px -1px -1px -1px;
+  border-radius: 0 0 5px 5px;
+  border-top: 0;
+  background: white;
+}
+
+.sphinx-tabs-panel.code-tab {
+  padding: 0.4rem;
+}
+
+.sphinx-tab img {
+	margin-bottom: 24 px;
+}
+
+/* Dark theme preference styling */
+
+@media (prefers-color-scheme: dark) {
+  body[data-theme="auto"] .sphinx-tabs-panel {
+    color: white;
+    background-color: rgb(50, 50, 50);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab {
+    color: white;
+    background-color: rgba(255, 255, 255, 0.05);
+  }
+
+  body[data-theme="auto"] .sphinx-tabs-tab[aria-selected="true"] {
+    border-bottom: 1px solid rgb(50, 50, 50);
+    background-color: rgb(50, 50, 50);
+  }
+}
+
+/* Explicit dark theme styling */
+
+body[data-theme="dark"] .sphinx-tabs-panel {
+  color: white;
+  background-color: rgb(50, 50, 50);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab {
+  color: white;
+  background-color: rgba(255, 255, 255, 0.05);
+}
+
+body[data-theme="dark"] .sphinx-tabs-tab[aria-selected="true"] {
+  border-bottom: 2px solid rgb(50, 50, 50);
+  background-color: rgb(50, 50, 50);
+}
diff --git a/singlehtml/_static/tabs.js b/singlehtml/_static/tabs.js
new file mode 100644
index 0000000..48dc303
--- /dev/null
+++ b/singlehtml/_static/tabs.js
@@ -0,0 +1,145 @@
+try {
+  var session = window.sessionStorage || {};
+} catch (e) {
+  var session = {};
+}
+
+window.addEventListener("DOMContentLoaded", () => {
+  const allTabs = document.querySelectorAll('.sphinx-tabs-tab');
+  const tabLists = document.querySelectorAll('[role="tablist"]');
+
+  allTabs.forEach(tab => {
+    tab.addEventListener("click", changeTabs);
+  });
+
+  tabLists.forEach(tabList => {
+    tabList.addEventListener("keydown", keyTabs);
+  });
+
+  // Restore group tab selection from session
+  const lastSelected = session.getItem('sphinx-tabs-last-selected');
+  if (lastSelected != null) selectNamedTabs(lastSelected);
+});
+
+/**
+ * Key focus left and right between sibling elements using arrows
+ * @param  {Node} e the element in focus when key was pressed
+ */
+function keyTabs(e) {
+    const tab = e.target;
+    let nextTab = null;
+    if (e.keyCode === 39 || e.keyCode === 37) {
+      tab.setAttribute("tabindex", -1);
+      // Move right
+      if (e.keyCode === 39) {
+        nextTab = tab.nextElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.firstElementChild;
+        }
+      // Move left
+      } else if (e.keyCode === 37) {
+        nextTab = tab.previousElementSibling;
+        if (nextTab === null) {
+          nextTab = tab.parentNode.lastElementChild;
+        }
+      }
+    }
+
+    if (nextTab !== null) {
+      nextTab.setAttribute("tabindex", 0);
+      nextTab.focus();
+    }
+}
+
+/**
+ * Select or deselect clicked tab. If a group tab
+ * is selected, also select tab in other tabLists.
+ * @param  {Node} e the element that was clicked
+ */
+function changeTabs(e) {
+  // Use this instead of the element that was clicked, in case it's a child
+  const notSelected = this.getAttribute("aria-selected") === "false";
+  const positionBefore = this.parentNode.getBoundingClientRect().top;
+  const notClosable = !this.parentNode.classList.contains("closeable");
+
+  deselectTabList(this);
+
+  if (notSelected || notClosable) {
+    selectTab(this);
+    const name = this.getAttribute("name");
+    selectNamedTabs(name, this.id);
+
+    if (this.classList.contains("group-tab")) {
+      // Persist during session
+      session.setItem('sphinx-tabs-last-selected', name);
+    }
+  }
+
+  const positionAfter = this.parentNode.getBoundingClientRect().top;
+  const positionDelta = positionAfter - positionBefore;
+  // Scroll to offset content resizing
+  window.scrollTo(0, window.scrollY + positionDelta);
+}
+
+/**
+ * Select tab and show associated panel.
+ * @param  {Node} tab tab to select
+ */
+function selectTab(tab) {
+  tab.setAttribute("aria-selected", true);
+
+  // Show the associated panel
+  document
+    .getElementById(tab.getAttribute("aria-controls"))
+    .removeAttribute("hidden");
+}
+
+/**
+ * Hide the panels associated with all tabs within the
+ * tablist containing this tab.
+ * @param  {Node} tab a tab within the tablist to deselect
+ */
+function deselectTabList(tab) {
+  const parent = tab.parentNode;
+  const grandparent = parent.parentNode;
+
+  Array.from(parent.children)
+  .forEach(t => t.setAttribute("aria-selected", false));
+
+  Array.from(grandparent.children)
+    .slice(1)  // Skip tablist
+    .forEach(panel => panel.setAttribute("hidden", true));
+}
+
+/**
+ * Select grouped tabs with the same name, but no the tab
+ * with the given id.
+ * @param  {Node} name name of grouped tab to be selected
+ * @param  {Node} clickedId id of clicked tab
+ */
+function selectNamedTabs(name, clickedId=null) {
+  const groupedTabs = document.querySelectorAll(`.sphinx-tabs-tab[name="${name}"]`);
+  const tabLists = Array.from(groupedTabs).map(tab => tab.parentNode);
+
+  tabLists
+    .forEach(tabList => {
+      // Don't want to change the tabList containing the clicked tab
+      const clickedTab = tabList.querySelector(`[id="${clickedId}"]`);
+      if (clickedTab === null ) {
+        // Select first tab with matching name
+        const tab = tabList.querySelector(`.sphinx-tabs-tab[name="${name}"]`);
+        deselectTabList(tab);
+        selectTab(tab);
+      }
+    })
+}
+
+if (typeof exports === 'undefined') {
+  exports = {};
+}
+
+exports.keyTabs = keyTabs;
+exports.changeTabs = changeTabs;
+exports.selectTab = selectTab;
+exports.deselectTabList = deselectTabList;
+exports.selectNamedTabs = selectNamedTabs;
diff --git a/singlehtml/_static/term_role_formatting.css b/singlehtml/_static/term_role_formatting.css
new file mode 100644
index 0000000..0b66095
--- /dev/null
+++ b/singlehtml/_static/term_role_formatting.css
@@ -0,0 +1,4 @@
+/* Make terms bold */
+a.reference span.std-term {
+   font-weight: bold;
+}
diff --git a/singlehtml/_static/togglebutton.css b/singlehtml/_static/togglebutton.css
new file mode 100644
index 0000000..54a6787
--- /dev/null
+++ b/singlehtml/_static/togglebutton.css
@@ -0,0 +1,160 @@
+/**
+ * Admonition-based toggles
+ */
+
+/* Visibility of the target */
+.admonition.toggle .admonition-title ~ * {
+    transition: opacity .3s, height .3s;
+}
+
+/* Toggle buttons inside admonitions so we see the title */
+.admonition.toggle {
+    position: relative;
+}
+
+/* Titles should cut off earlier to avoid overlapping w/ button */
+.admonition.toggle .admonition-title {
+    padding-right: 25%;
+    cursor: pointer;
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:hover {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 1%);
+}
+
+/* Hovering will cause a slight shift in color to make it feel interactive */
+.admonition.toggle .admonition-title:active {
+    box-shadow: inset 0 0 0px 20px rgb(0 0 0 / 3%);
+}
+
+/* Remove extra whitespace below the admonition title when hidden */
+.admonition.toggle-hidden {
+    padding-bottom: 0;
+}
+
+.admonition.toggle-hidden .admonition-title {
+    margin-bottom: 0;
+}
+
+/* hides all the content of a page until de-toggled */
+.admonition.toggle-hidden .admonition-title ~ * {
+    height: 0;
+    margin: 0;
+    opacity: 0;
+    visibility: hidden;
+}
+
+/* General button style and position*/
+button.toggle-button {
+    /**
+     * Background and shape. By default there's no background
+     * but users can style as they wish
+     */  
+    background: none;
+    border: none;
+    outline: none;
+
+    /* Positioning just inside the admonition title */
+    position: absolute;
+    right: 0.5em;
+    padding: 0px;
+    border: none;
+    outline: none;
+}
+
+/* Display the toggle hint on wide screens */
+@media (min-width: 768px) {
+    button.toggle-button.toggle-button-hidden:before {
+        content: attr(data-toggle-hint);  /* This will be filled in by JS */
+        font-size: .8em;
+        align-self: center;
+    }
+}
+
+/* Icon behavior */
+.tb-icon {
+    transition: transform .2s ease-out;
+    height: 1.5em;
+    width: 1.5em;
+    stroke: currentColor;  /* So that we inherit the color of other text */
+}
+
+/* The icon should point right when closed, down when open. */
+/* Open */
+.admonition.toggle button .tb-icon {
+    transform: rotate(90deg);
+}
+
+/* Closed */
+.admonition.toggle button.toggle-button-hidden .tb-icon {
+    transform: rotate(0deg);
+}
+
+/* With details toggles, we don't rotate the icon so it points right */
+details.toggle-details .tb-icon {
+    height: 1.4em;
+    width: 1.4em;
+    margin-top: 0.1em;  /* To center the button vertically */
+}
+
+
+/**
+ * Details-based toggles.
+ * In this case, we wrap elements with `.toggle` in a details block.
+ */
+
+/* Details blocks */
+details.toggle-details {
+    margin: 1em 0;
+}
+
+
+details.toggle-details summary {
+    display: flex;
+    align-items: center;
+    cursor: pointer;
+    list-style: none;
+    border-radius: .2em;
+    border-left: 3px solid #1976d2;
+    background-color: rgb(204 204 204 / 10%);
+    padding: 0.2em 0.7em 0.3em 0.5em; /* Less padding on left because the SVG has left margin */
+    font-size: 0.9em;
+}
+
+details.toggle-details summary:hover {
+    background-color: rgb(204 204 204 / 20%);
+}
+
+details.toggle-details summary:active {
+    background: rgb(204 204 204 / 28%);
+}
+
+.toggle-details__summary-text {
+    margin-left: 0.2em;
+}
+
+details.toggle-details[open] summary {
+    margin-bottom: .5em;
+}
+
+details.toggle-details[open] summary .tb-icon {
+    transform: rotate(90deg);
+}
+
+details.toggle-details[open] summary ~ * {
+    animation: toggle-fade-in .3s ease-out;
+}
+
+@keyframes toggle-fade-in {
+  from {opacity: 0%;}
+  to {opacity: 100%;}
+}
+
+/* Print rules - we hide all toggle button elements at print */
+@media print {
+    /* Always hide the summary so the button doesn't show up */
+    details.toggle-details summary {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/singlehtml/_static/togglebutton.js b/singlehtml/_static/togglebutton.js
new file mode 100644
index 0000000..215a7ee
--- /dev/null
+++ b/singlehtml/_static/togglebutton.js
@@ -0,0 +1,187 @@
+/**
+ * Add Toggle Buttons to elements
+ */
+
+let toggleChevron = `
+<svg xmlns="http://www.w3.org/2000/svg" class="tb-icon toggle-chevron-right" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+<polyline points="9 6 15 12 9 18" />
+</svg>`;
+
+var initToggleItems = () => {
+  var itemsToToggle = document.querySelectorAll(togglebuttonSelector);
+  console.log(`[togglebutton]: Adding toggle buttons to ${itemsToToggle.length} items`)
+  // Add the button to each admonition and hook up a callback to toggle visibility
+  itemsToToggle.forEach((item, index) => {
+    if (item.classList.contains("admonition")) {
+      // If it's an admonition block, then we'll add a button inside
+      // Generate unique IDs for this item
+      var toggleID = `toggle-${index}`;
+      var buttonID = `button-${toggleID}`;
+
+      item.setAttribute('id', toggleID);
+      if (!item.classList.contains("toggle")){
+        item.classList.add("toggle");
+      }
+      // This is the button that will be added to each item to trigger the toggle
+      var collapseButton = `
+        <button type="button" id="${buttonID}" class="toggle-button" data-target="${toggleID}" data-button="${buttonID}" data-toggle-hint="${toggleHintShow}" aria-label="Toggle hidden content">
+            ${toggleChevron}
+        </button>`;
+
+      title = item.querySelector(".admonition-title")
+      title.insertAdjacentHTML("beforeend", collapseButton);
+      thisButton = document.getElementById(buttonID);
+
+      // Add click handlers for the button + admonition title (if admonition)
+      admonitionTitle = document.querySelector(`#${toggleID} > .admonition-title`)
+      if (admonitionTitle) {
+        // If an admonition, then make the whole title block clickable
+        admonitionTitle.addEventListener('click', toggleClickHandler);
+        admonitionTitle.dataset.target = toggleID
+        admonitionTitle.dataset.button = buttonID
+      } else {
+        // If not an admonition then we'll listen for the button click
+        thisButton.addEventListener('click', toggleClickHandler);
+      }
+
+      // Now hide the item for this toggle button unless explicitly noted to show
+      if (!item.classList.contains("toggle-shown")) {
+        toggleHidden(thisButton);
+      }
+    } else {
+      // If not an admonition, wrap the block in a <details> block
+      // Define the structure of the details block and insert it as a sibling
+      var detailsBlock = `
+        <details class="toggle-details">
+            <summary class="toggle-details__summary">
+              ${toggleChevron}
+              <span class="toggle-details__summary-text">${toggleHintShow}</span>
+            </summary>
+        </details>`;
+      item.insertAdjacentHTML("beforebegin", detailsBlock);
+
+      // Now move the toggle-able content inside of the details block
+      details = item.previousElementSibling
+      details.appendChild(item)
+      item.classList.add("toggle-details__container")
+
+      // Set up a click trigger to change the text as needed
+      details.addEventListener('click', (click) => {
+        let parent = click.target.parentElement;
+        if (parent.tagName.toLowerCase() == "details") {
+          summary = parent.querySelector("summary");
+          details = parent;
+        } else {
+          summary = parent;
+          details = parent.parentElement;
+        }
+        // Update the inner text for the proper hint
+        if (details.open) {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintShow;
+        } else {
+          summary.querySelector("span.toggle-details__summary-text").innerText = toggleHintHide;
+        }
+        
+      });
+
+      // If we have a toggle-shown class, open details block should be open
+      if (item.classList.contains("toggle-shown")) {
+        details.click();
+      }
+    }
+  })
+};
+
+// This should simply add / remove the collapsed class and change the button text
+var toggleHidden = (button) => {
+  target = button.dataset['target']
+  var itemToToggle = document.getElementById(target);
+  if (itemToToggle.classList.contains("toggle-hidden")) {
+    itemToToggle.classList.remove("toggle-hidden");
+    button.classList.remove("toggle-button-hidden");
+  } else {
+    itemToToggle.classList.add("toggle-hidden");
+    button.classList.add("toggle-button-hidden");
+  }
+}
+
+var toggleClickHandler = (click) => {
+  // Be cause the admonition title is clickable and extends to the whole admonition
+  // We only look for a click event on this title to trigger the toggle.
+
+  if (click.target.classList.contains("admonition-title")) {
+    button = click.target.querySelector(".toggle-button");
+  } else if (click.target.classList.contains("tb-icon")) {
+    // We've clicked the icon and need to search up one parent for the button
+    button = click.target.parentElement;
+  } else if (click.target.tagName == "polyline") {
+    // We've clicked the SVG elements inside the button, need to up 2 layers
+    button = click.target.parentElement.parentElement;
+  } else if (click.target.classList.contains("toggle-button")) {
+    // We've clicked the button itself and so don't need to do anything
+    button = click.target;
+  } else {
+    console.log(`[togglebutton]: Couldn't find button for ${click.target}`)
+  }
+  target = document.getElementById(button.dataset['button']);
+  toggleHidden(target);
+}
+
+// If we want to blanket-add toggle classes to certain cells
+var addToggleToSelector = () => {
+  const selector = "";
+  if (selector.length > 0) {
+    document.querySelectorAll(selector).forEach((item) => {
+      item.classList.add("toggle");
+    })
+  }
+}
+
+// Helper function to run when the DOM is finished
+const sphinxToggleRunWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+sphinxToggleRunWhenDOMLoaded(addToggleToSelector)
+sphinxToggleRunWhenDOMLoaded(initToggleItems)
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+}
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+            Reproducible research software development using Python
+          </a>
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+              <p class="caption" role="heading"><span class="caption-text">Software environment</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="#document-installation/conda">Conda environment</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-installation/virtual-environment">Virtual environment</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Episodes</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="#document-example">Example project: Simulating the motion of planets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-documentation">Code documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-collaboration">Collaborative version control and code review</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-testing">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-reusable">How to make the project more reusable</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-refactoring">Code quality and good practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-publishing">How to release and publish your code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="#document-profiling">Profiling memory and CPU usage</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="#document-credit">Credit</a></li>
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+             
+  <section id="reproducible-research-software-development-using-python">
+<h1>Reproducible research software development using Python<a class="headerlink" href="#reproducible-research-software-development-using-python" title="Link to this heading"></a></h1>
+<section id="big-picture-goal">
+<h2>Big-picture goal<a class="headerlink" href="#big-picture-goal" title="Link to this heading"></a></h2>
+<p>This is a <strong>hands-on course on research software engineering</strong>. In this
+workshop we assume that most workshop participants use Python in their work or
+a leading a group which uses Python.  Therefore, some of the examples will use
+Python as the example language.</p>
+<p>We will work with an example project and go through all the steps of a typical
+software project.  Once we have seen the building blocks, we will try to apply
+them to own projects. Workshop participants will receive and also learn to give
+constructive code feedback.</p>
+</section>
+<section id="prerequisites">
+<h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h2>
+<div class="admonition-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Preparation</p>
+<ol class="arabic simple">
+<li><p>Get a <strong>GitHub account</strong> following <a class="reference external" href="https://coderefinery.github.io/installation/github/">these instructions</a>.</p></li>
+<li><p>You will need a <strong>text editor</strong>. If you don’t have a favorite one, we recommend
+<a class="reference external" href="https://coderefinery.github.io/installation/vscode/">VS Code</a>.</p></li>
+<li><p><strong>If you prefer to work in the terminal</strong> and not in VS Code, set up these two (skip this if you use VS Code):</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/git-in-terminal/">Git in the terminal</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/installation/ssh/">SSH or HTTPS connection to GitHub from terminal</a></p></li>
+</ul>
+</li>
+<li><p><strong>One of these two software environments</strong> (if you are not sure which one to
+choose or have no preference, choose Conda):</p>
+<ul class="simple">
+<li><p><a class="reference internal" href="index.html#conda"><span class="std std-ref">Conda environment</span></a></p></li>
+<li><p><a class="reference internal" href="index.html#venv"><span class="std std-ref">Virtual environment</span></a> (Snakemake is not available in this environment)</p></li>
+</ul>
+</li>
+<li><p><strong>Optional</strong> and only on Linux: <a class="reference external" href="https://apptainer.org/">Apptainer</a> following
+<a class="reference external" href="https://apptainer.org/docs/admin/1.3/installation.html#install-from-pre-built-packages">these instructions</a>.</p></li>
+</ol>
+</div>
+</section>
+<section id="schedule">
+<h2>Schedule<a class="headerlink" href="#schedule" title="Link to this heading"></a></h2>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The schedule will very soon contain links to lesson material and exercises.</p>
+</div>
+<section id="day-1">
+<h3>Day 1<a class="headerlink" href="#day-1" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>13:00-13:30 - <strong>Welcome and introduction</strong></p>
+<ul>
+<li><p>Practical information (tools, communication, breaks, etc.)</p></li>
+<li><p>Motivation (reproducibility, robustness, distribution, improvement, trust, etc.)</p></li>
+<li><p>What will learn and achieve from this course?</p></li>
+<li><p><a class="reference internal" href="index.html#example-project"><span class="std std-ref">Example project: Simulating the motion of planets</span></a></p></li>
+</ul>
+</li>
+<li><p>13:30-14:45 (1.25h) - <strong>Introduction to version control with Git and GitHub (1/2)</strong></p>
+<ul>
+<li><p>Creating a repository and porting your project to Git and GitHub</p></li>
+<li><p>Basic commands</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 (1.5h) - <strong>Introduction to version control with Git and GitHub (2/2)</strong></p>
+<ul>
+<li><p>Branching and merging</p></li>
+<li><p>Recovering from typical mistakes</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <a class="reference internal" href="index.html#documentation"><span class="std std-ref">Code documentation</span></a></p>
+<ul>
+<li><p>In-code documentation including docstrings</p></li>
+<li><p>Writing good README files</p></li>
+<li><p>Markdown</p></li>
+<li><p>Sphinx</p></li>
+<li><p>Building documentation with GitHub Actions</p></li>
+<li><p>Jupyter Notebooks</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-2">
+<h3>Day 2<a class="headerlink" href="#day-2" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="index.html#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (1/2)</p>
+<ul>
+<li><p><a class="reference internal" href="index.html#concepts"><span class="std std-ref">Concepts around collaboration</span></a> (10 min)</p></li>
+<li><p><a class="reference internal" href="index.html#same-repository"><span class="std std-ref">Collaborating within the same repository</span></a> (40 min)</p></li>
+<li><p><a class="reference internal" href="index.html#code-review"><span class="std std-ref">Practicing code review</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="index.html#collaboration"><span class="std std-ref">Collaborative version control and code review</span></a> (2/2)</p>
+<ul>
+<li><p><a class="reference internal" href="index.html#forking-workflow"><span class="std std-ref">How to contribute changes to repositories that belong to others</span></a> (50 min)</p></li>
+<li><p><a class="reference internal" href="index.html#collaboration-demo-discussion"><span class="std std-ref">Conclict resolution, rebasing, and organizational strategies</span></a> (40 min)</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="day-3">
+<h3>Day 3<a class="headerlink" href="#day-3" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>09:00-10:30 - <a class="reference internal" href="index.html#testing"><span class="std std-ref">Automated testing</span></a></p>
+<ul>
+<li><p>Unit tests</p></li>
+<li><p>End-to-end tests</p></li>
+<li><p>pytest</p></li>
+<li><p>GitHub Actions</p></li>
+</ul>
+</li>
+<li><p>10:45-12:15 - <a class="reference internal" href="index.html#reusable"><span class="std std-ref">How to make the project more reusable</span></a></p>
+<ul>
+<li><p>Tracking dependencies with requirements.txt and environment.yml</p></li>
+<li><p>Recording environments in containers</p></li>
+</ul>
+</li>
+<li><p>13:00-14:45 - <a class="reference internal" href="index.html#refactoring"><span class="std std-ref">Code quality and good practices</span></a></p>
+<ul>
+<li><p>Naming (and other) conventions, project organization, modularity</p></li>
+<li><p>Refactoring (explained through examples)</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it</p></li>
+<li><p>Structuring larger software projects in a modular way</p></li>
+<li><p>Command-line interfaces</p></li>
+<li><p>Workflows with Snakemake</p></li>
+</ul>
+</li>
+<li><p>15:00-16:30 - <a class="reference internal" href="index.html#publishing"><span class="std std-ref">How to release and publish your code</span></a></p>
+<ul>
+<li><p>Licenses</p></li>
+<li><p>Publishing the code via Zenodo</p></li>
+<li><p>Packaging the code</p></li>
+<li><p>Sharing the code via PyPI</p></li>
+</ul>
+</li>
+<li><p>16:45-18:00 - <strong>Debriefing and Q&amp;A</strong></p>
+<ul>
+<li><p>Participants work on their projects</p></li>
+<li><p>Together we study actual codes that participants wrote or work on</p></li>
+<li><p>Constructively we discuss possible improvements</p></li>
+<li><p>Give individual feedback on code projects</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="if-we-have-time-left">
+<h3>If we have time left<a class="headerlink" href="#if-we-have-time-left" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p><a class="reference internal" href="index.html#profiling"><span class="std std-ref">Profiling memory and CPU usage</span></a></p></li>
+</ul>
+<div class="toctree-wrapper compound">
+<span id="document-installation/conda"></span><section id="conda-environment">
+<span id="conda"></span><h4>Conda environment<a class="headerlink" href="#conda-environment" title="Link to this heading"></a></h4>
+<p>A Conda environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file that documents the dependencies:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coderefinery</span>
+<span class="nt">channels</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">conda-forge</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bioconda</span>
+<span class="nt">dependencies</span><span class="p">:</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python &gt;= 3.10</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">black</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">click</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flit</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ipywidgets</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">isort</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab_code_formatter</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">jupyterlab-git</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">matplotlib</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">myst-parser</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">nbdime</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">numpy</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pandas</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest-cov</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scalene</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">seaborn</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">snakemake-minimal</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autoapi</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx-autobuild</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">sphinx_rtd_theme &gt;= 2.0</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">vulture</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scikit-image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h5>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h5>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create an <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="choose-the-tool-to-manage-the-environment">
+<h5>Choose the tool to manage the environment<a class="headerlink" href="#choose-the-tool-to-manage-the-environment" title="Link to this heading"></a></h5>
+<p>If you are already using one of these tools, please continue using the tool that you like and know.
+If you are new to this, <strong>we recommend using Miniconda or Miniforge</strong>.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://docs.anaconda.com/anaconda/install/">Anaconda</a></p>
+<ul>
+<li><p>Advantages: easy to install, easy to use, good for beginners</p></li>
+<li><p>Disadvantages: large download, installs more than we will need, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://docs.anaconda.com/miniconda/">Miniconda</a></p>
+<ul>
+<li><p>Advantages: small size, installs only what you need</p></li>
+<li><p>Disadvantages: no graphical interface, license restrictions</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://github.com/conda-forge/miniforge">Miniforge</a></p>
+<ul>
+<li><p>Advantages: small size, no license restrictions</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html">Micromamba</a></p>
+<ul>
+<li><p>Advantages: fast, small size</p></li>
+<li><p>Disadvantages: no graphical interface</p></li>
+</ul>
+</li>
+<li><p><a class="reference external" href="https://pixi.sh/latest/">Pixi</a></p>
+<ul>
+<li><p>Advantages: fast and new</p></li>
+<li><p>Disadvantages: new and less tested and not documented here</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="creating-the-virtual-environment">
+<h5>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h5>
+<ol class="arabic">
+<li><p>Open your terminal shell (e.g. Bash or Zsh).</p></li>
+<li><p>Activate <code class="docutils literal notranslate"><span class="pre">conda</span></code> using <code class="docutils literal notranslate"><span class="pre">conda</span> <span class="pre">activate</span></code> or <code class="docutils literal notranslate"><span class="pre">source</span> <span class="pre">~/miniconda3/bin/activate</span></code>.</p></li>
+<li><p>Run the following command:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>create<span class="w"> </span>--file<span class="w"> </span>environment.yml
+</pre></div>
+</div>
+</li>
+<li><p>Make sure that you see “coderefinery” in the output when you ask for a list of all available environments:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>conda<span class="w"> </span>env<span class="w"> </span>list
+</pre></div>
+</div>
+</li>
+</ol>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h5>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h5>
+<p>(this will be added)</p>
+</section>
+</section>
+<span id="document-installation/virtual-environment"></span><section id="virtual-environment">
+<span id="venv"></span><h4>Virtual environment<a class="headerlink" href="#virtual-environment" title="Link to this heading"></a></h4>
+<p>A virtual environment is an isolated software environment that is used to manage dependencies for a project
+and you decide where it is located.</p>
+<p>You will need a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file that documents the dependencies:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">black</span>
+<span class="n">click</span>
+<span class="n">flit</span>
+<span class="n">ipywidgets</span>
+<span class="n">isort</span>
+<span class="n">jupyterlab</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">code</span><span class="o">-</span><span class="n">formatter</span>
+<span class="n">jupyterlab</span><span class="o">-</span><span class="n">git</span>
+<span class="n">matplotlib</span>
+<span class="n">myst</span><span class="o">-</span><span class="n">parser</span>
+<span class="n">nbdime</span>
+<span class="n">numpy</span>
+<span class="n">pandas</span>
+<span class="n">pytest</span>
+<span class="n">pytest</span><span class="o">-</span><span class="n">cov</span>
+<span class="n">scalene</span>
+<span class="n">seaborn</span>
+<span class="n">sphinx</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autoapi</span>
+<span class="n">sphinx</span><span class="o">-</span><span class="n">autobuild</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">vulture</span>
+<span class="n">scikit</span><span class="o">-</span><span class="n">image</span>
+</pre></div>
+</div>
+<section id="before-you-create-a-virtual-environment">
+<h5>Before you create a virtual environment<a class="headerlink" href="#before-you-create-a-virtual-environment" title="Link to this heading"></a></h5>
+<ol class="arabic simple">
+<li><p>Create a new directory for this course.</p></li>
+<li><p>In this directory, create a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file and copy-paste the dependencies above into it.</p></li>
+</ol>
+</section>
+<section id="creating-the-virtual-environment">
+<h5>Creating the virtual environment<a class="headerlink" href="#creating-the-virtual-environment" title="Link to this heading"></a></h5>
+<p>Now create a virtual environment in this directory either using <a class="reference external" href="https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/">pip and
+venv</a>
+(more traditional and safer) or using <a class="reference external" href="https://docs.astral.sh/uv/">uv</a> (more modern but also less tested):</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-cGlwIGFuZCB2ZW52" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tab" tabindex="0">pip and venv</button><button aria-controls="panel-0-dXY=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-dXY=" name="dXY=" role="tab" tabindex="-1">uv</button></div><div aria-labelledby="tab-0-cGlwIGFuZCB2ZW52" class="sphinx-tabs-panel group-tab" id="panel-0-cGlwIGFuZCB2ZW52" name="cGlwIGFuZCB2ZW52" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-dXY=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-dXY=" name="dXY=" role="tabpanel" tabindex="0"><p>Create a new virtual environment and activate it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>venv<span class="w"> </span>coderefinery-environment
+<span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>coderefinery-environment/bin/activate
+</pre></div>
+</div>
+<p>Install the dependencies into the environment:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>uv<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="how-to-verify-that-this-worked">
+<h5>How to verify that this worked<a class="headerlink" href="#how-to-verify-that-this-worked" title="Link to this heading"></a></h5>
+<p>(this will be added)</p>
+</section>
+</section>
+</div>
+<div class="toctree-wrapper compound">
+<span id="document-example"></span><section id="example-project-simulating-the-motion-of-planets">
+<span id="example-project"></span><h4>Example project: Simulating the motion of planets<a class="headerlink" href="#example-project-simulating-the-motion-of-planets" title="Link to this heading"></a></h4>
+<p>The <a class="reference external" href="https://github.com/workshop-material/planets">example code</a> that we will study
+is a hopefully simple N-body simulation written in Python. It is not important
+or expected that we understand the code in any detail.</p>
+<video controls="True" preload="auto" width="600"><source src="_images/animation.mp4" type="video/mp4"></video><p>The <strong>big picture</strong> is that the code simulates the motion of a number of
+planets:</p>
+<ul class="simple">
+<li><p>We can choose the number of planets.</p></li>
+<li><p>Each planet starts with a random position, velocity, and mass.</p></li>
+<li><p>At each time step, the code calculates the gravitational force between each
+pair of planets.</p></li>
+<li><p>The forces accelerate each planet, the acceleration modifies the velocity,
+the velocity modifies the position of each planet.</p></li>
+<li><p>We can choose the number of time steps.</p></li>
+<li><p>The units were chosen to make numbers easy to read.</p></li>
+</ul>
+<section id="example-run">
+<h5>Example run<a class="headerlink" href="#example-run" title="Link to this heading"></a></h5>
+<div class="admonition-instructor-note instructor-note admonition" id="instructor-note-0">
+<p class="admonition-title">Instructor note</p>
+<p>The instructor demonstrates running the code on their computer.</p>
+</div>
+<p>The code is written to accept <strong>command-line arguments</strong> to specify the number
+of planets and the number of time steps.</p>
+<p>We first generate starting data:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">10</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+</pre></div>
+</div>
+<p>The generated file (initial.csv) could look like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">px</span><span class="p">,</span><span class="n">py</span><span class="p">,</span><span class="n">pz</span><span class="p">,</span><span class="n">vx</span><span class="p">,</span><span class="n">vy</span><span class="p">,</span><span class="n">vz</span><span class="p">,</span><span class="n">mass</span>
+<span class="o">-</span><span class="mf">46.88</span><span class="p">,</span><span class="o">-</span><span class="mf">42.51</span><span class="p">,</span><span class="mf">88.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.86</span><span class="p">,</span><span class="o">-</span><span class="mf">0.18</span><span class="p">,</span><span class="mf">0.55</span><span class="p">,</span><span class="mf">6.70</span>
+<span class="o">-</span><span class="mf">5.29</span><span class="p">,</span><span class="mf">17.09</span><span class="p">,</span><span class="o">-</span><span class="mf">96.13</span><span class="p">,</span><span class="mf">0.66</span><span class="p">,</span><span class="mf">0.45</span><span class="p">,</span><span class="o">-</span><span class="mf">0.17</span><span class="p">,</span><span class="mf">3.51</span>
+<span class="mf">83.53</span><span class="p">,</span><span class="o">-</span><span class="mf">92.83</span><span class="p">,</span><span class="o">-</span><span class="mf">68.77</span><span class="p">,</span><span class="o">-</span><span class="mf">0.26</span><span class="p">,</span><span class="o">-</span><span class="mf">0.48</span><span class="p">,</span><span class="mf">0.24</span><span class="p">,</span><span class="mf">6.84</span>
+<span class="o">-</span><span class="mf">36.31</span><span class="p">,</span><span class="mf">25.48</span><span class="p">,</span><span class="mf">64.16</span><span class="p">,</span><span class="mf">0.85</span><span class="p">,</span><span class="mf">0.75</span><span class="p">,</span><span class="o">-</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">1.53</span>
+<span class="o">-</span><span class="mf">68.38</span><span class="p">,</span><span class="o">-</span><span class="mf">17.21</span><span class="p">,</span><span class="o">-</span><span class="mf">97.07</span><span class="p">,</span><span class="mf">0.60</span><span class="p">,</span><span class="mf">0.26</span><span class="p">,</span><span class="mf">0.69</span><span class="p">,</span><span class="mf">6.63</span>
+<span class="o">-</span><span class="mf">48.37</span><span class="p">,</span><span class="o">-</span><span class="mf">48.74</span><span class="p">,</span><span class="mf">3.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.92</span><span class="p">,</span><span class="o">-</span><span class="mf">0.33</span><span class="p">,</span><span class="o">-</span><span class="mf">0.93</span><span class="p">,</span><span class="mf">8.60</span>
+<span class="mf">40.53</span><span class="p">,</span><span class="o">-</span><span class="mf">75.50</span><span class="p">,</span><span class="mf">44.18</span><span class="p">,</span><span class="o">-</span><span class="mf">0.62</span><span class="p">,</span><span class="o">-</span><span class="mf">0.31</span><span class="p">,</span><span class="o">-</span><span class="mf">0.53</span><span class="p">,</span><span class="mf">8.04</span>
+<span class="o">-</span><span class="mf">27.21</span><span class="p">,</span><span class="mf">10.78</span><span class="p">,</span><span class="o">-</span><span class="mf">78.82</span><span class="p">,</span><span class="o">-</span><span class="mf">0.09</span><span class="p">,</span><span class="o">-</span><span class="mf">0.55</span><span class="p">,</span><span class="o">-</span><span class="mf">0.03</span><span class="p">,</span><span class="mf">5.35</span>
+<span class="mf">88.42</span><span class="p">,</span><span class="o">-</span><span class="mf">74.95</span><span class="p">,</span><span class="o">-</span><span class="mf">45.85</span><span class="p">,</span><span class="mf">0.81</span><span class="p">,</span><span class="mf">0.68</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">5.36</span>
+<span class="mf">39.09</span><span class="p">,</span><span class="mf">53.12</span><span class="p">,</span><span class="o">-</span><span class="mf">59.54</span><span class="p">,</span><span class="o">-</span><span class="mf">0.54</span><span class="p">,</span><span class="mf">0.56</span><span class="p">,</span><span class="mf">0.07</span><span class="p">,</span><span class="mf">8.98</span>
+</pre></div>
+</div>
+<p>Then we can simulate their motion (in this case for 20 steps):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">20</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv
+</pre></div>
+</div>
+<p>The <code class="docutils literal notranslate"><span class="pre">--output-file</span></code> (final.csv) is again a CSV file (comma-separated values)
+and contains the final positions of all planets.</p>
+<p>It is possible to run on <strong>multiple cores</strong> and to <strong>animate</strong> the result.
+Here is an example with 100 planets:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python<span class="w"> </span>generate-data.py<span class="w"> </span>--num-planets<span class="w"> </span><span class="m">100</span><span class="w"> </span>--output-file<span class="w"> </span>initial.csv
+
+<span class="gp">$ </span>python<span class="w"> </span>simulate.py<span class="w"> </span>--num-steps<span class="w"> </span><span class="m">50</span><span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--input-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--output-file<span class="w"> </span>final.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                     </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                     </span>--num-cores<span class="w"> </span><span class="m">8</span>
+</span>
+<span class="gp">$ </span>python<span class="w"> </span>animate.py<span class="w"> </span>--initial-file<span class="w"> </span>initial.csv<span class="w"> </span><span class="se">\</span>
+<span class="w">                    </span>--trajectories-file<span class="w"> </span>trajectories.npz<span class="w"> </span><span class="se">\</span>
+<span class="hll"><span class="w">                    </span>--output-file<span class="w"> </span>animation.mp4
+</span></pre></div>
+</div>
+<div class="admonition-learning-goals admonition">
+<p class="admonition-title">Learning goals</p>
+<ul class="simple">
+<li><p>What are the most important steps to make this code <strong>reusable by others</strong>
+and <strong>our future selves</strong>?</p></li>
+<li><p>Be able to apply these techniques to your own code/script.</p></li>
+</ul>
+</div>
+<div class="admonition-we-will-not-focus-on admonition">
+<p class="admonition-title">We will not focus on …</p>
+<ul class="simple">
+<li><p>… how the code works internally in detail.</p></li>
+<li><p>… whether this is the most efficient algorithm.</p></li>
+<li><p>… whether the code is numerically stable.</p></li>
+<li><p>… how to code scales with the number of cores.</p></li>
+<li><p>… whether it is portable to other operating systems (we will discuss this later).</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-documentation"></span><section id="code-documentation">
+<span id="documentation"></span><h4>Code documentation<a class="headerlink" href="#code-documentation" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>15 min: What makes good documentation? Also https://diataxis.fr/</p></li>
+<li><p>15 min: Writing good README files</p></li>
+<li><p>30 min: Exercise: Set up a Sphinx documentation and add API documentation</p></li>
+<li><p>15 min: Building documentation with GitHub Actions</p></li>
+</ul>
+<p>requirements.txt:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sphinx</span>
+<span class="n">sphinx_rtd_theme</span> <span class="o">&gt;=</span> <span class="mf">2.0</span>
+<span class="n">sphinx_autobuild</span>
+<span class="n">sphinx_autoapi</span>
+<span class="n">myst_parser</span>
+</pre></div>
+</div>
+<p>conf.py:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">extensions</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;myst_parser&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;autoapi.extension&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">autoapi_dirs</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;..&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</section>
+<span id="document-collaboration"></span><section id="collaborative-version-control-and-code-review">
+<span id="collaboration"></span><h4>Collaborative version control and code review<a class="headerlink" href="#collaborative-version-control-and-code-review" title="Link to this heading"></a></h4>
+<div class="toctree-wrapper compound">
+<span id="document-collaboration/concepts"></span><section id="concepts-around-collaboration">
+<span id="concepts"></span><h5>Concepts around collaboration<a class="headerlink" href="#concepts-around-collaboration" title="Link to this heading"></a></h5>
+<div class="admonition-objectives objectives admonition" id="objectives-0">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Be able to decide whether to divide work at the branch level or at the repository level.</p></li>
+</ul>
+</div>
+<section id="commits-branches-repositories-forks-clones">
+<h6>Commits, branches, repositories, forks, clones<a class="headerlink" href="#commits-branches-repositories-forks-clones" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p><strong>repository</strong>: The project, contains all data and history (commits, branches, tags).</p></li>
+<li><p><strong>commit</strong>: Snapshot of the project, gets a unique identifier (e.g. <code class="docutils literal notranslate"><span class="pre">c7f0e8bfc718be04525847fc7ac237f470add76e</span></code>).</p></li>
+<li><p><strong>branch</strong>: Independent development line. The main development line is often called <code class="docutils literal notranslate"><span class="pre">main</span></code>.</p></li>
+<li><p><strong>tag</strong>: A pointer to one commit, to be able to refer to it later. Like a <a class="reference external" href="https://en.wikipedia.org/wiki/Commemorative_plaque">commemorative plaque</a>
+that you attach to a particular commit (e.g. <code class="docutils literal notranslate"><span class="pre">phd-printed</span></code> or <code class="docutils literal notranslate"><span class="pre">paper-submitted</span></code>).</p></li>
+<li><p><strong>cloning</strong>: Copying the whole repository to your laptop - the first time. It is not necessary to download each file one by one.</p></li>
+<li><p><strong>forking</strong>: Taking a copy of a repository (which is typically not yours) - your
+copy (fork) stays on GitHub/GitLab and you can make changes to your copy.</p></li>
+</ul>
+</section>
+<section id="cloning-a-repository">
+<h6>Cloning a repository<a class="headerlink" href="#cloning-a-repository" title="Link to this heading"></a></h6>
+<p>In order to make a complete copy a whole repository, the <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span></code> command
+can be used. When cloning, all the files, of all or selected branches, of a
+repository are copied in one operation. Cloning of a repository is of relevance
+in a few different situations:</p>
+<ul class="simple">
+<li><p>Working on your own, cloning is the operation that you can use to create
+multiple instances of a repository on, for instance, a personal computer, a
+server, and a supercomputer.</p></li>
+<li><p>The parent repository could be a repository that you or your colleague own. A
+common use case for cloning is when working together within a smaller team
+where everyone has read and write access to the same git repository.</p></li>
+<li><p>Alternatively, cloning can be made from a public repository of a code that
+you would like to use. Perhaps you have no intention to work on the code, but
+would like to stay in tune with the latest developments, also in-between
+releases of new versions of the code.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<a class="with-border reference internal image-reference" href="_images/forkandclone.png"><img alt="Forking and cloning" class="with-border" src="_images/forkandclone.png" style="width: 100%;" /></a>
+<figcaption>
+<p><span class="caption-text">Forking and cloning</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</section>
+<section id="forking-a-repository">
+<h6>Forking a repository<a class="headerlink" href="#forking-a-repository" title="Link to this heading"></a></h6>
+<p>When a fork is made on GitHub/GitLab a complete copy, of all or selected
+branches, of the repository is made. The copy will reside under a different
+account on GitHub/GitLab. Forking of a repository is of high relevance when
+working with a git repository to which you do not have write access.</p>
+<ul class="simple">
+<li><p>In the fork repository commits can be made to the base branch (<code class="docutils literal notranslate"><span class="pre">main</span></code> or
+<code class="docutils literal notranslate"><span class="pre">master</span></code>), and to other branches.</p></li>
+<li><p>The commits that are made within the branches of the fork repository can be
+contributed back to the parent repository by means of pull or merge requests.</p></li>
+</ul>
+</section>
+<section id="synchronizing-changes-between-repositories">
+<h6>Synchronizing changes between repositories<a class="headerlink" href="#synchronizing-changes-between-repositories" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>We need a mechanism to communicate changes between the repositories.</p></li>
+<li><p>We will <strong>pull</strong> or <strong>fetch</strong> updates <strong>from</strong> remote repositories (we will soon discuss the difference between pull and fetch).</p></li>
+<li><p>We will <strong>push</strong> updates <strong>to</strong> remote repositories.</p></li>
+<li><p>We will learn how to suggest changes within repositories on GitHub and across repositories (<strong>pull request</strong>).</p></li>
+<li><p>Repositories that are forked or cloned do not automatically synchronize themselves:
+We will learn how to update forks (by pulling from the “central” repository).</p></li>
+<li><p>A main difference between cloning a repository and forking a repository is that the former is a general operation for generating copies of a repository to different computers, whereas forking is a particular operation implemented on GitHub/GitLab.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-collaboration/same-repository"></span><section id="collaborating-within-the-same-repository">
+<span id="same-repository"></span><h5>Collaborating within the same repository<a class="headerlink" href="#collaborating-within-the-same-repository" title="Link to this heading"></a></h5>
+<p>In this episode, we will learn how to collaborate within the same repository.
+We will learn how to cross-reference issues and pull requests, how to review
+pull requests, and how to use draft pull requests.</p>
+<p>This exercise will form a good basis for collaboration that is suitable for
+most research groups.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>When you read or hear <strong>pull request</strong>, please think of a <strong>change proposal</strong>.</p>
+</div>
+<section id="exercise">
+<h6>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h6>
+<p>In this exercise, we will contribute to a repository via a <strong>pull request</strong>.
+This means that you propose some change, and then it is accepted (or not).</p>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul>
+<li><p><strong>First we need to get access</strong> to the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise repository</a> to which we will
+contribute.</p>
+<ul class="simple">
+<li><p>Instructor collects GitHub usernames from learners and adds them as collaborators to the exercise repository
+(Settings -&gt; Collaborators and teams -&gt; Manage access -&gt; Add people).</p></li>
+</ul>
+</li>
+<li><p><strong>Don’t forget to accept the invitation</strong></p>
+<ul class="simple">
+<li><p>Check <a class="reference external" href="https://github.com/settings/organizations/">https://github.com/settings/organizations/</a></p></li>
+<li><p>Alternatively check the inbox for the email account you registered with
+GitHub. GitHub emails you an invitation link, but if you don’t receive it
+you can go to your GitHub notifications in the top right corner. The
+maintainer can also “copy invite link” and share it within the group.</p></li>
+</ul>
+</li>
+<li><p><strong>Watching and unwatching repositories</strong></p>
+<ul class="simple">
+<li><p>Now that you are a collaborator, you get notified about new issues and pull
+requests via email.</p></li>
+<li><p>If you do not wish this, you can “unwatch” a repository (top of
+the project page).</p></li>
+<li><p>However, we recommend watching repositories you are interested
+in. You can learn things from experts just by watching the
+activity that come through a popular project.</p></li>
+</ul>
+<figure class="align-default" id="id1">
+<img alt="Unwatching a repository" src="_images/unwatch.png" />
+<figcaption>
+<p><span class="caption-text">Unwatch a repository by clicking “Unwatch” in the repository view,
+then “Participating and &#64;mentions” - this way, you will get
+notifications about your own interactions.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong> (from installation instructions):</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from the previous workshop day (not repeated here):</p>
+<ul class="simple">
+<li><p>Cloning a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Submit a pull request towards the main branch.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>If you create the changes locally, you will need to <strong>push</strong> them to the remote repository.</p></li>
+<li><p>Learning what a protected branch is and how to modify a protected branch: using a pull request.</p></li>
+<li><p>Cross-referencing issues and pull requests.</p></li>
+<li><p>Practice to review a pull request.</p></li>
+<li><p>Learn about the value of draft pull requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Start in the <a class="reference external" href="https://github.com/workshop-material/recipe-book">exercise
+repository</a> and open an
+issue where you describe the change you want to make. Note down the issue
+number since you will need it later.</p></li>
+<li><p>Create a new branch.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit
+cross-reference the issue you opened (see the walk-through below
+for how to do that).</p></li>
+<li><p>Push your new branch (with the new commit) to the repository you
+are working on.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>Review somebody else’s pull request and give constructive feedback. Merge their pull request.</p></li>
+<li><p>Try to create a new branch with some half-finished work and open a draft
+pull request. Verify that the draft pull request cannot be merged since it
+is not meant to be merged yet.</p></li>
+</ol>
+</div>
+</section>
+<section id="solution-and-hints">
+<h6>Solution and hints<a class="headerlink" href="#solution-and-hints" title="Link to this heading"></a></h6>
+<section id="opening-an-issue">
+<h6 aria-level="7">(1) Opening an issue<a class="headerlink" href="#opening-an-issue" title="Link to this heading"></a></h6>
+<p>This is done through the GitHub web interface.  For example, you could
+give the name of the recipe you want to add (so that others don’t add
+the same one).  It is the “Issues” tab.</p>
+</section>
+<section id="create-a-new-branch">
+<h6 aria-level="7">(2) Create a new branch.<a class="headerlink" href="#create-a-new-branch" title="Link to this heading"></a></h6>
+<p>If on GitHub, you can make the branch in the web interface.</p>
+</section>
+<section id="make-a-change-adding-the-recipe">
+<h6 aria-level="7">(3) Make a change adding the recipe<a class="headerlink" href="#make-a-change-adding-the-recipe" title="Link to this heading"></a></h6>
+<p>Add a new file with the recipe in it.  Commit the file. In the commit
+message, include the note about the issue number, saying that this
+will close that issue.</p>
+<section id="cross-referencing-issues-and-pull-requests">
+<h6 aria-level="8">Cross-referencing issues and pull requests<a class="headerlink" href="#cross-referencing-issues-and-pull-requests" title="Link to this heading"></a></h6>
+<p>Each issue and each pull request gets a number and you can cross-reference them.</p>
+<p>When you open an issue, note down the issue number (in this case it is <code class="docutils literal notranslate"><span class="pre">#2</span></code>):</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/issue-number.png"><img alt="Each issue gets a number" class="with-border" src="_images/issue-number.png" style="width: 60%;" /></a>
+</figure>
+<p>You can reference this issue number in a commit message or in a pull request, like in this
+commit message:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>this is the new recipe; fixes #2
+</pre></div>
+</div>
+<p>If you forget to do that in your commit message, you can also reference the issue
+in the pull request description. And instead of <code class="docutils literal notranslate"><span class="pre">fixes</span></code> you can also use <code class="docutils literal notranslate"><span class="pre">closes</span></code> or <code class="docutils literal notranslate"><span class="pre">resolves</span></code>
+or <code class="docutils literal notranslate"><span class="pre">fix</span></code> or <code class="docutils literal notranslate"><span class="pre">close</span></code> or <code class="docutils literal notranslate"><span class="pre">resolve</span></code> (case insensitive).</p>
+<p>Here are all the keywords that GitHub recognizes:
+<a class="reference external" href="https://help.github.com/en/articles/closing-issues-using-keywords">https://help.github.com/en/articles/closing-issues-using-keywords</a></p>
+<p>Then observe what happens in the issue once your commit gets merged: it will
+automatically close the issue and create a link between the issue and the
+commit. This is very useful for tracking what changes were made in response to
+which issue and to know from when until when precisely the issue was open.</p>
+</section>
+</section>
+<section id="push-to-github-as-a-new-branch">
+<h6 aria-level="7">(4) Push to GitHub as a new branch<a class="headerlink" href="#push-to-github-as-a-new-branch" title="Link to this heading"></a></h6>
+<p>Push the branch to the repository. You should end up with a branch
+visible in the GitHub web view.</p>
+<p>This is only necessary if you created the changes locally. If you created the
+changes directly on GitHub, you can skip this step.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-VlMgQ29kZQ==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tab" tabindex="0">VS Code</button><button aria-controls="panel-0-Q29tbWFuZCBsaW5l" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tab" tabindex="-1">Command line</button></div><div aria-labelledby="tab-0-VlMgQ29kZQ==" class="sphinx-tabs-panel group-tab" id="panel-0-VlMgQ29kZQ==" name="VlMgQ29kZQ==" role="tabpanel" tabindex="0"><p>In VS Code, you can “publish the branch” to the remote repository by clicking
+the cloud icon in the bottom left corner of the window:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/vscode-publish-branch.png"><img alt="Publishing a branch in VS Code" class="with-border" src="_images/vscode-publish-branch.png" style="width: 60%;" /></a>
+</figure>
+</div><div aria-labelledby="tab-0-Q29tbWFuZCBsaW5l" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Q29tbWFuZCBsaW5l" name="Q29tbWFuZCBsaW5l" role="tabpanel" tabindex="0"><p>If you have a local branch <code class="docutils literal notranslate"><span class="pre">my-branch</span></code> and you want to push it to the remote
+and make it visible there, first verify what your remote is:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book.git (push)</span>
+</pre></div>
+</div>
+<p>In this case the remote is called <code class="docutils literal notranslate"><span class="pre">origin</span></code> and refers to the address
+git&#64;github.com:USER/recipe-book.git.  Both can be used
+interchangeably. Make sure it points to the right repository, ideally a
+repository that you can write to.</p>
+<p>Now that you have a remote, you can push your branch to it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will create a new branch on the remote repository with the same name as
+your local branch.</p>
+<p>You can also do this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>push<span class="w"> </span>--set-upstream<span class="w"> </span>origin<span class="w"> </span>my-branch
+</pre></div>
+</div>
+<p>This will connect the local branch and the remote branch so that in the future
+you can just type <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span></code> and <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">pull</span></code> without specifying the branch name
+(but this depends on your Git configuration).</p>
+<p><strong>Troubleshooting</strong></p>
+<p>If you don’t have a remote yet, you can add it with (adjust <code class="docutils literal notranslate"><span class="pre">ADDRESS</span></code> to your repository address):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>add<span class="w"> </span>origin<span class="w"> </span>ADDRESS
+</pre></div>
+</div>
+<p>ADDRESS is the part that you copy from here:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/clone-address.png"><img alt="Copying the clone address from GitHub" class="with-border" src="_images/clone-address.png" style="width: 60%;" /></a>
+</figure>
+<p>If the remote points to the wrong place, you can change it with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>NEWADDRESS
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="open-a-pull-request-towards-the-main-branch">
+<h6 aria-level="7">(5) Open a pull request towards the main branch<a class="headerlink" href="#open-a-pull-request-towards-the-main-branch" title="Link to this heading"></a></h6>
+<p>This is done through the GitHub web interface.</p>
+</section>
+<section id="reviewing-pull-requests">
+<h6 aria-level="7">(6) Reviewing pull requests<a class="headerlink" href="#reviewing-pull-requests" title="Link to this heading"></a></h6>
+<p>You review through the GitHub web interface.</p>
+<p>Checklist for reviewing a pull request:</p>
+<ul class="simple">
+<li><p>Be kind, on the other side is a human who has put effort into this.</p></li>
+<li><p>Be constructive: if you see a problem, suggest a solution.</p></li>
+<li><p>Towards which branch is this directed?</p></li>
+<li><p>Is the title descriptive?</p></li>
+<li><p>Is the description informative?</p></li>
+<li><p>Scroll down to see commits.</p></li>
+<li><p>Scroll down to see the changes.</p></li>
+<li><p>If you get incredibly many changes, also consider the license or copyright
+and ask where all that code is coming from.</p></li>
+<li><p>Again, be kind and constructive.</p></li>
+<li><p>Later we will learn how to suggest changes directly in the pull request.</p></li>
+</ul>
+<p>If someone is new, it’s often nice to say something encouraging in the
+comments before merging (even if it’s just “thanks”).  If all is good
+and there’s not much else to say, you could merge directly.</p>
+</section>
+<section id="draft-pull-requests">
+<h6 aria-level="7">(7) Draft pull requests<a class="headerlink" href="#draft-pull-requests" title="Link to this heading"></a></h6>
+<p>Try to create a draft pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/draft-pr.png"><img alt="Creating a draft pull request" class="with-border" src="_images/draft-pr.png" style="width: 60%;" /></a>
+</figure>
+<p>Verify that the draft pull request cannot be merged until it is marked as ready
+for review:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/draft-pr-wip.png"><img alt="Draft pull request cannot be merged" class="with-border" src="_images/draft-pr-wip.png" style="width: 60%;" /></a>
+</figure>
+<p>Draft pull requests can be useful for:</p>
+<ul class="simple">
+<li><p><strong>Feedback</strong>: You can open a pull request early to get feedback on your work without
+signaling that it is ready to merge.</p></li>
+<li><p><strong>Information</strong>: They can help communicating to others that a change is coming up and in
+progress.</p></li>
+</ul>
+</section>
+<section id="what-is-a-protected-branch-and-how-to-modify-it">
+<h6 aria-level="7">What is a protected branch? And how to modify it?<a class="headerlink" href="#what-is-a-protected-branch-and-how-to-modify-it" title="Link to this heading"></a></h6>
+<p>A protected branch on GitHub or GitLab is a branch that cannot (accidentally)
+deleted or force-pushed to. It is also possible to require that a branch cannot
+be directly pushed to or modified, but that changes must be submitted via a
+pull request.</p>
+<p>To protect a branch in your own repository, go to “Settings” -&gt; “Branches”.</p>
+</section>
+<section id="summary">
+<h6 aria-level="7">Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>We used all the same pieces that we’ve learned previously.</p></li>
+<li><p>But we successfully contributed to a collaborative project!</p></li>
+<li><p>The pull request allowed us to contribute without changing directly:
+this is very good when it’s not mainly our project.</p></li>
+</ul>
+</section>
+</section>
+</section>
+<span id="document-collaboration/code-review"></span><section id="practicing-code-review">
+<span id="code-review"></span><h5>Practicing code review<a class="headerlink" href="#practicing-code-review" title="Link to this heading"></a></h5>
+<p>In this episode we will practice the code review process. We will learn how to
+ask for changes in a pull request, how to suggest a change in a pull request,
+and how to modify a pull request.</p>
+<p>This will enable research groups to work more collaboratively and to not only
+improve the code quality but also to learn from each other.</p>
+<section id="exercise">
+<h6>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h6>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<p>We can continue in the same exercise repository which we have used in the
+previous episode.</p>
+</div>
+<div class="admonition-exercise-practicing-code-review-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Practicing code review (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>As a reviewer, we will learn how to ask for changes in a pull request.</p></li>
+<li><p>As a reviewer, we will learn how to suggest a change in a pull request.</p></li>
+<li><p>As a submitter, we will learn how to modify a pull request without closing
+the incomplete one and opening a new one.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Create a new branch and one or few commits: in these improve something but also
+deliberately introduce a typo and also a larger mistake which we will want to fix during the code review.</p></li>
+<li><p>Open a pull request towards the main branch.</p></li>
+<li><p>As a reviewer to somebody else’s pull request, ask for an improvement and
+also directly suggest a change for the small typo. (Hint:
+suggestions are possible through the GitHub web interface, view of
+a pull request, “Files changed” view, after selecting some lines.
+Look for the “±” button.)</p></li>
+<li><p>As the submitter, learn how to accept the suggested change.  (Hint:
+GitHub web interface, “Files Changed” view.)</p></li>
+<li><p>As the submitter, improve the pull request without having to close and open
+a new one: by adding a new commit to the same branch. (Hint: push
+to the branch again.)</p></li>
+<li><p>Once the changes are addressed, merge the pull request.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h6>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h6>
+<p>From here on out, we don’t give detailed steps to the solution.  You
+need to combine what you know, and the extra info below, in order to
+solve the above.</p>
+<section id="how-to-ask-for-changes-in-a-pull-request">
+<h6 aria-level="7">How to ask for changes in a pull request<a class="headerlink" href="#how-to-ask-for-changes-in-a-pull-request" title="Link to this heading"></a></h6>
+<p>Technically, there are at least two common ways to ask for changes in a pull
+request.</p>
+<p>Either in the comment field of the pull request:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/comment.png"><img alt="Screenshot of a pull request comment field" class="with-border" src="_images/comment.png" style="width: 60%;" /></a>
+</figure>
+<p>Or by using the “Review changes”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/files-changed.png"><img alt="Screenshot of a pull request navigating to the &quot;Review changes&quot; tab" class="with-border" src="_images/files-changed.png" style="width: 100%;" /></a>
+</figure>
+<p>And always please be kind and constructive in your comments. Remember that the
+goal is not gate-keeping but <strong>collaborative learning</strong>.</p>
+</section>
+<section id="how-to-suggest-a-change-in-a-pull-request-as-a-reviewer">
+<h6 aria-level="7">How to suggest a change in a pull request as a reviewer<a class="headerlink" href="#how-to-suggest-a-change-in-a-pull-request-as-a-reviewer" title="Link to this heading"></a></h6>
+<p>If you see a very small problem that is easy to fix, you can suggest a change
+as a reviewer.</p>
+<p>Instead of asking the submitter to tiny problem, you can suggest a change by
+clicking on the plus sign next to the line number in the “Files changed” tab:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/leave-comment.png"><img alt="Screenshot of leaving a comment to a line in a pull request" class="with-border" src="_images/leave-comment.png" style="width: 100%;" /></a>
+</figure>
+<p>Here you can comment on specific lines or even line ranges.</p>
+<p>But now the interesting part is to click on the “Add a suggestion” symbol (the
+one that looks like plus and minus). Now you can fix the tiny problem (in this
+case a typo) and then click on the “Add single comment” button:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/add-suggestion.png"><img alt="Sequence of clicks to add a suggestion to a line in a pull request" class="with-border" src="_images/add-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>The result is this and the submitter can accept the change with a single click:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/commit-suggestion.png"><img alt="Screenshot of a pull request with a suggested change" class="with-border" src="_images/commit-suggestion.png" style="width: 60%;" /></a>
+</figure>
+<p>After accepting with “Commit suggestion”, the improvement gets added to the
+pull request.</p>
+</section>
+<section id="how-to-modify-a-pull-request-to-address-the-review-comments">
+<h6 aria-level="7">How to modify a pull request to address the review comments<a class="headerlink" href="#how-to-modify-a-pull-request-to-address-the-review-comments" title="Link to this heading"></a></h6>
+<p>If the reviewer asks for changes, it is not necessary to close the pull request
+and later open a new one. It can even be counter-productive to do so: This can
+fragment the discussion and the history of the pull request and can make it
+harder to understand the context of the changes.</p>
+<p>A much better mechanism to recognize that pull requests are not implemented
+from a specific commit to a specific branch, but <strong>always from a branch to a
+branch</strong>.</p>
+<p>This means that you can make amendments to the pull request by adding new
+commits to the same source branch. This way the pull request will be updated
+automatically and the reviewer can see the new changes and comment on them.</p>
+<p>The fact that pull requests are from branch to branch also strongly suggests
+that it is a good practice to create a new branch for each pull request.
+Otherwise you could accidentally modify an open pull request by adding new
+commits to the source branch.</p>
+</section>
+</section>
+<section id="summary">
+<h6>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>Our process isn’t just about code now.  It’s about discussion and
+working together to make the whole process better.</p></li>
+<li><p>GitHub discussions and reviewing are quite powerful and can make
+small changes easy.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-collaboration/forking-workflow"></span><section id="how-to-contribute-changes-to-repositories-that-belong-to-others">
+<span id="forking-workflow"></span><h5>How to contribute changes to repositories that belong to others<a class="headerlink" href="#how-to-contribute-changes-to-repositories-that-belong-to-others" title="Link to this heading"></a></h5>
+<p>In this episode we prepare you to suggest and contribute changes to
+repositories that belong to others. These might be open source projects that
+you use in your work.</p>
+<p>We will see how Git and services like GitHub or GitLab can be used to suggest
+modification without having to ask for write access to the repository and
+accept modifications without having to grant write access to others.</p>
+<section id="exercise">
+<h6>Exercise<a class="headerlink" href="#exercise" title="Link to this heading"></a></h6>
+<div class="admonition-exercise-preparation prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Exercise preparation</p>
+<ul class="simple">
+<li><p>The exercise repository is now different:
+<a class="reference external" href="https://github.com/workshop-material/recipe-book-forking-exercise">https://github.com/workshop-material/recipe-book-forking-exercise</a> (note the <code class="docutils literal notranslate"><span class="pre">-forking-exercise</span></code>).</p></li>
+<li><p>First <strong>fork</strong> the exercise repository to your GitHub account.</p></li>
+<li><p>Then <strong>clone your fork</strong> to your computer (if you wish to work locally).</p></li>
+<li><p>Double-check that you have forked the correct repository.</p></li>
+</ul>
+</div>
+<div class="admonition-exercise-collaborating-within-the-same-repository-25-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise: Collaborating within the same repository (25 min)</p>
+<p><strong>Technical requirements</strong>:</p>
+<ul class="simple">
+<li><p>If you create the commits locally: <a class="reference external" href="https://coderefinery.github.io/installation/ssh/">Being able to authenticate to GitHub</a></p></li>
+</ul>
+<p><strong>What is familiar</strong> from previous lessons:</p>
+<ul class="simple">
+<li><p>Forking a repository.</p></li>
+<li><p>Creating a branch.</p></li>
+<li><p>Committing a change on the new branch.</p></li>
+<li><p>Opening and merging pull requests.</p></li>
+</ul>
+<p><strong>What will be new</strong> in this exercise:</p>
+<ul class="simple">
+<li><p>Opening a pull request towards the upstream repository.</p></li>
+<li><p>Pull requests can be coupled with automated testing.</p></li>
+<li><p>Learning that your fork can get out of date.</p></li>
+<li><p>After the pull requests are merged, updating your fork with the changes.</p></li>
+<li><p>Learn how to approach other people’s repositories with ideas, changes, and requests.</p></li>
+</ul>
+<p><strong>Exercise tasks</strong>:</p>
+<ol class="arabic simple">
+<li><p>Open an issue in the upstream exercise repository where you describe the
+change you want to make. Take note of the issue number.</p></li>
+<li><p>Create a new branch in your fork of the repository.</p></li>
+<li><p>Make a change to the recipe book on the new branch and in the commit cross-reference the issue you opened.
+See the walk-through below for how to do this.</p></li>
+<li><p>Open a pull request towards the upstream repository.</p></li>
+<li><p>The instructor will review and merge the pull requests.
+During the review, pay attention to the automated test step (here for
+demonstration purposes, we test whether the recipe contains an ingredients
+and an instructions sections).</p></li>
+<li><p>After few pull requests are merged, update your fork with the changes.</p></li>
+<li><p>Check that in your fork you can see changes from other people’s pull requests.</p></li>
+</ol>
+</div>
+</section>
+<section id="help-and-discussion">
+<h6>Help and discussion<a class="headerlink" href="#help-and-discussion" title="Link to this heading"></a></h6>
+<section id="help-i-don-t-have-permissions-to-push-my-local-changes">
+<h6 aria-level="7">Help! I don’t have permissions to push my local changes<a class="headerlink" href="#help-i-don-t-have-permissions-to-push-my-local-changes" title="Link to this heading"></a></h6>
+<p>Maybe you see an error like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Please make sure you have the correct access rights
+and the repository exists.
+</pre></div>
+</div>
+<p>Or like this one:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>failed to push some refs to workshop-material/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+<p>In this case you probably try to push the changes not to your fork but to the original repository
+and in this exercise you do not have write access to the original repository.</p>
+<p>The simpler solution is to clone again but this time your fork.</p>
+<div class="admonition-recovery solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Recovery</p>
+<p>But if you want to keep your local changes, you can change the remote URL to point to your fork.
+Check where your remote points to with <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">remote</span> <span class="pre">--verbose</span></code>.</p>
+<p>It should look like this (replace <code class="docutils literal notranslate"><span class="pre">USER</span></code> with your GitHub username):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:USER/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>It should <strong>not</strong> look like this:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>--verbose
+
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (fetch)</span>
+<span class="go">origin	git@github.com:workshop-material/recipe-book-forking-exercise.git (push)</span>
+</pre></div>
+</div>
+<p>In this case you can adjust “origin” to point to your fork with:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>remote<span class="w"> </span>set-url<span class="w"> </span>origin<span class="w"> </span>git@github.com:USER/recipe-book-forking-exercise.git
+</pre></div>
+</div>
+</div>
+</section>
+<section id="opening-a-pull-request-towards-the-upstream-repository">
+<h6 aria-level="7">Opening a pull request towards the upstream repository<a class="headerlink" href="#opening-a-pull-request-towards-the-upstream-repository" title="Link to this heading"></a></h6>
+<p>We have learned in the previous episode that pull requests are always from
+branch to branch. But the branch can be in a different repository.</p>
+<p>When you open a pull request in a fork, by default GitHub will suggest to
+direct it towards the default branch of the upstream repository.</p>
+<p>This can be changed and it should always be verified, but in this case this is
+exactly what we want to do, from fork towards upstream:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/pull-request-form.png"><img alt="Screenshot of a pull request from fork towards upstream" class="with-border" src="_images/pull-request-form.png" style="width: 100%;" /></a>
+</figure>
+</section>
+<section id="pull-requests-can-be-coupled-with-automated-testing">
+<h6 aria-level="7">Pull requests can be coupled with automated testing<a class="headerlink" href="#pull-requests-can-be-coupled-with-automated-testing" title="Link to this heading"></a></h6>
+<p>We added an automated test here just for fun and so that you see that this is
+possible to do.</p>
+<p>In this exercise, the test is silly. It will check whether the recipe contains
+both an ingredients and an instructions section.</p>
+<p>In this example the test failed:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/all-checks-failed.png"><img alt="Screenshot of a failed test in a pull request" class="with-border" src="_images/all-checks-failed.png" style="width: 60%;" /></a>
+</figure>
+<p>Click on the “Details” link to see the details of the failed test:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/check-details.png"><img alt="Screenshot of details why the test failed" class="with-border" src="_images/check-details.png" style="width: 60%;" /></a>
+</figure>
+<p><strong>How can this be useful?</strong></p>
+<ul class="simple">
+<li><p>The project can define what kind of tests are expected to pass before a pull
+request can be merged.</p></li>
+<li><p>The reviewer can see the results of the tests, without having to run them
+locally.</p></li>
+</ul>
+<p><strong>How does it work?</strong></p>
+<ul class="simple">
+<li><p>We added a GitHub Actions workflow
+to automatically run on each push or pull request towards the <code class="docutils literal notranslate"><span class="pre">main</span></code> branch.</p></li>
+</ul>
+<p>What tests or steps can you image for your project to run automatically with
+each pull request?</p>
+</section>
+<section id="how-to-update-your-fork-with-changes-from-upstream">
+<h6 aria-level="7">How to update your fork with changes from upstream<a class="headerlink" href="#how-to-update-your-fork-with-changes-from-upstream" title="Link to this heading"></a></h6>
+<p>This used to be difficult but now it is two mouse clicks.</p>
+<p>Navigate to your fork and notice how GitHub tells you that your fork is behind.
+In my case, it is 9 commits behind upstream. To fix this, click on “Sync fork”
+and then “Update branch”:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/sync-fork.png"><img alt="Screenshot on GitHub fork page showing that the fork is behind" class="with-border" src="_images/sync-fork.png" style="width: 80%;" /></a>
+</figure>
+<p>After the update my “branch is up to date” with the upstream repository:</p>
+<figure class="align-default">
+<a class="with-border reference internal image-reference" href="_images/fork-after-update.png"><img alt="Screenshot on GitHub after fork has been updated" class="with-border" src="_images/fork-after-update.png" style="width: 80%;" /></a>
+</figure>
+</section>
+<section id="how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests">
+<h6 aria-level="7">How to approach other people’s repositories with ideas, changes, and requests<a class="headerlink" href="#how-to-approach-other-peoples-repositories-with-ideas-changes-and-requests" title="Link to this heading"></a></h6>
+<p><strong>Contributing very minor changes</strong></p>
+<ul class="simple">
+<li><p>Clone or fork+clone repository</p></li>
+<li><p>Create a branch</p></li>
+<li><p>Commit and push change</p></li>
+<li><p>Open a pull request or merge request</p></li>
+</ul>
+<p><strong>If you observe an issue and have an idea how to fix it</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>Describe the problem</p></li>
+<li><p>If you have a suggestion on how to fix it, describe your suggestion</p></li>
+<li><p>Possibly <strong>discuss and get feedback</strong></p></li>
+<li><p>If you are working on the fix, indicate it in the issue so that others know that somebody is working on it and who is working on it</p></li>
+<li><p>Submit your fix as pull request or merge request which references/closes the issue</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Inform others about an observed problem</strong></p></li>
+<li><p>Make it clear whether this issue is up for grabs or already being worked on</p></li>
+</ul>
+</div>
+<p><strong>If you have an idea for a new feature</strong></p>
+<ul class="simple">
+<li><p>Open an issue in the repository you wish to contribute to</p></li>
+<li><p>In the issue, write a short proposal for your suggested change or new feature</p></li>
+<li><p>Motivate why and how you wish to do this</p></li>
+<li><p>Also indicate where you are unsure and where you would like feedback</p></li>
+<li><p><strong>Discuss and get feedback before you code</strong></p></li>
+<li><p>Once you start coding, indicate that you are working on it</p></li>
+<li><p>Once you are done, submit your new feature as pull request or merge request which references/closes the issue/proposal</p></li>
+</ul>
+<div class="admonition-motivation admonition">
+<p class="admonition-title">Motivation</p>
+<ul class="simple">
+<li><p><strong>Get agreement and feedback before writing 5000 lines of code</strong> which might be rejected</p></li>
+<li><p>If we later wonder why something was done, we have the issue/proposal as
+reference and can read up on the reasoning behind a code change</p></li>
+</ul>
+</div>
+</section>
+</section>
+<section id="summary">
+<h6>Summary<a class="headerlink" href="#summary" title="Link to this heading"></a></h6>
+<ul class="simple">
+<li><p>This forking workflow lets you propose changes to repositories for
+which <strong>you have no write access</strong>.</p></li>
+<li><p>This is the way that much modern open-source software works.</p></li>
+<li><p>You can now contribute to any project you can view.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-collaboration/demo-discussion"></span><section id="conclict-resolution-rebasing-and-organizational-strategies">
+<span id="collaboration-demo-discussion"></span><h5>Conclict resolution, rebasing, and organizational strategies<a class="headerlink" href="#conclict-resolution-rebasing-and-organizational-strategies" title="Link to this heading"></a></h5>
+<p>(40 min demo and discussion)</p>
+</section>
+</div>
+</section>
+<span id="document-testing"></span><section id="automated-testing">
+<span id="testing"></span><h4>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: End-to-end tests</p></li>
+<li><p>15 min: Pytest</p></li>
+<li><p>15 min: Moving to GitHub Actions</p></li>
+<li><p>20 min: Exercise</p></li>
+<li><p>10 min: Where to go from here</p></li>
+</ul>
+</section>
+<span id="document-reusable"></span><section id="how-to-make-the-project-more-reusable">
+<span id="reusable"></span><h4>How to make the project more reusable<a class="headerlink" href="#how-to-make-the-project-more-reusable" title="Link to this heading"></a></h4>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: Best practices for managing dependencies in Python</p></li>
+<li><p>20 min: Exercise</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>10 min: Introduction to containers</p></li>
+<li><p>20 min: Demonstration</p></li>
+<li><p>10 min: Discussion</p></li>
+</ul>
+</section>
+<span id="document-refactoring"></span><section id="code-quality-and-good-practices">
+<span id="refactoring"></span><h4>Code quality and good practices<a class="headerlink" href="#code-quality-and-good-practices" title="Link to this heading"></a></h4>
+<p>In this episode we will explore code quality and good practices in Python using
+a hands-on approach. We will together build up a small project and improve it
+step by step.</p>
+<p>We will start from a relatively simple image processing script which can read a
+telescope image of stars and our goal is to <strong>count the number of stars</strong> in
+the image. Later we will want to be able to process many such images.</p>
+<p>The (fictional) telescope images look like the one below here (<a class="reference external" href="https://github.com/workshop-material/random-star-images">in this
+repository</a> we can find more):</p>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="_images/stars.png"><img alt="Generated image representing a telescope image of stars" src="_images/stars.png" style="width: 60%;" /></a>
+<figcaption>
+<p><span class="caption-text">Generated image representing a telescope image of stars.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<div class="admonition-starting-point-spoiler-alert solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Starting point (spoiler alert)</p>
+<p>We can imagine that we pieced together the following code
+based on some examples we found online:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">from</span> <span class="nn">skimage</span> <span class="kn">import</span> <span class="n">io</span><span class="p">,</span> <span class="n">filters</span><span class="p">,</span> <span class="n">color</span>
+<span class="kn">from</span> <span class="nn">skimage.measure</span> <span class="kn">import</span> <span class="n">label</span><span class="p">,</span> <span class="n">regionprops</span>
+
+
+<span class="n">image</span> <span class="o">=</span> <span class="n">io</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;stars.png&quot;</span><span class="p">)</span>
+<span class="n">sigma</span> <span class="o">=</span> <span class="mf">0.5</span>
+
+<span class="c1"># if there is a fourth channel (alpha channel), ignore it</span>
+<span class="n">rgb_image</span> <span class="o">=</span> <span class="n">image</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">gray_image</span> <span class="o">=</span> <span class="n">color</span><span class="o">.</span><span class="n">rgb2gray</span><span class="p">(</span><span class="n">rgb_image</span><span class="p">)</span>
+
+<span class="c1"># apply a gaussian filter to reduce noise</span>
+<span class="n">image_smooth</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">gaussian</span><span class="p">(</span><span class="n">gray_image</span><span class="p">,</span> <span class="n">sigma</span><span class="p">)</span>
+
+<span class="c1"># threshold the image to create a binary image (bright stars will be white, background black)</span>
+<span class="n">thresh</span> <span class="o">=</span> <span class="n">filters</span><span class="o">.</span><span class="n">threshold_otsu</span><span class="p">(</span><span class="n">image_smooth</span><span class="p">)</span>
+<span class="n">binary_image</span> <span class="o">=</span> <span class="n">image_smooth</span> <span class="o">&gt;</span> <span class="n">thresh</span>
+
+<span class="c1"># label connected regions (stars) in the binary image</span>
+<span class="n">labeled_image</span> <span class="o">=</span> <span class="n">label</span><span class="p">(</span><span class="n">binary_image</span><span class="p">)</span>
+
+<span class="c1"># get properties of labeled regions</span>
+<span class="n">regions</span> <span class="o">=</span> <span class="n">regionprops</span><span class="p">(</span><span class="n">labeled_image</span><span class="p">)</span>
+
+<span class="c1"># extract star positions (centroids)</span>
+<span class="n">star_positions</span> <span class="o">=</span> <span class="p">[</span><span class="n">region</span><span class="o">.</span><span class="n">centroid</span> <span class="k">for</span> <span class="n">region</span> <span class="ow">in</span> <span class="n">regions</span><span class="p">]</span>
+
+<span class="c1"># plot the original image</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>
+
+<span class="c1"># overlay star positions with crosses</span>
+<span class="k">for</span> <span class="n">star</span> <span class="ow">in</span> <span class="n">star_positions</span><span class="p">:</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">star</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">star</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s2">&quot;rx&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">markeredgewidth</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s2">&quot;detected-stars.png&quot;</span><span class="p">,</span> <span class="n">dpi</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;number of stars detected: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">star_positions</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>15 min: Discuss how we would solve the problem, run example code, and make it work
+as part of a Jupyter notebook.</p></li>
+<li><p>15 min: Refactor the positioning code into a function and a module</p></li>
+<li><p>15 min: Now we wish to process many images - discuss how we would approach this</p></li>
+<li><p>15 min: Introduce CLI and discuss the benefits</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: From a script to a workflow (using Snakemake)</p></li>
+<li><p>15 min: Discuss concepts</p>
+<ul>
+<li><p>Pure functions</p></li>
+<li><p>Design patterns: functional design vs. object-oriented design</p></li>
+<li><p>How to design your code before writing it: document-driven development</p></li>
+</ul>
+</li>
+</ul>
+<p>Bonus:</p>
+<ul class="simple">
+<li><p>Move it under Git</p></li>
+<li><p>Document dependencies</p></li>
+<li><p>Show nbdime, black, vulture, ruff</p></li>
+</ul>
+</section>
+<span id="document-publishing"></span><section id="how-to-release-and-publish-your-code">
+<span id="publishing"></span><h4>How to release and publish your code<a class="headerlink" href="#how-to-release-and-publish-your-code" title="Link to this heading"></a></h4>
+<p>Part 1:</p>
+<ul class="simple">
+<li><p>30 min: Overview over software licenses and code publishing</p></li>
+<li><p>15 min: We add a license, CFF file, and publish to Zenodo (sandbox)</p></li>
+</ul>
+<p>Part 2:</p>
+<ul class="simple">
+<li><p>30 min: Creating a Python package with the help of flit</p></li>
+<li><p>15 min: Deploy the package to test-PyPI using GitHub Actions</p></li>
+</ul>
+</section>
+<span id="document-profiling"></span><section id="profiling-memory-and-cpu-usage">
+<span id="profiling"></span><h4>Profiling memory and CPU usage<a class="headerlink" href="#profiling-memory-and-cpu-usage" title="Link to this heading"></a></h4>
+<p>Profilers:</p>
+<ul class="simple">
+<li><p>cProfile or profile</p></li>
+<li><p>line_profiler</p></li>
+<li><p>viztracer</p></li>
+<li><p>scalene</p></li>
+<li><p>Intel VTune</p></li>
+<li><p>PyInstrument</p></li>
+<li><p>py-spy</p></li>
+<li><p>Pyflame</p></li>
+<li><p>timeit</p></li>
+</ul>
+</section>
+</div>
+<div class="toctree-wrapper compound">
+<span id="document-credit"></span><section id="credit">
+<h4>Credit<a class="headerlink" href="#credit" title="Link to this heading"></a></h4>
+<p>The following material (all CC-BY) was reused to create this workshop material:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://coderefinery.github.io/research-software-engineering/">https://coderefinery.github.io/research-software-engineering/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/mini-workshop/">https://coderefinery.github.io/mini-workshop/</a></p></li>
+<li><p><a class="reference external" href="https://coderefinery.github.io/git-collaborative/">https://coderefinery.github.io/git-collaborative/</a></p></li>
+</ul>
+<p>(I will also summarize what changes have been made to the original material)</p>
+</section>
+</div>
+</section>
+</section>
+</section>
+
+
+           </div>
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+</ul>
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+  <section id="automated-testing">
+<span id="testing"></span><h1>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h1>
+<ul class="simple">
+<li><p>15 min: Motivation</p></li>
+<li><p>15 min: End-to-end tests</p></li>
+<li><p>15 min: Pytest</p></li>
+<li><p>15 min: Moving to GitHub Actions</p></li>
+<li><p>20 min: Exercise</p></li>
+<li><p>10 min: Where to go from here</p></li>
+</ul>
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