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+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: f3b4ac9a51841a3e5573ae4e92c33070
+tags: d77d1c0d9ca2f4c8421862c7c5a0d620
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diff --git a/_sources/code/fortran/build_pFUnit.md.txt b/_sources/code/fortran/build_pFUnit.md.txt
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+---
+orphan: true
+---
+
+# Example installation of pFUnit and pFUnit_demos
+
+## Set up the environment
+
+Installing pFUnit requires Git, a Fortran compiler and CMake.
+
+### On a cluster
+
+On an HPC cluster you might need to add a few environment modules. For
+example, on [Tetralith](https://www.nsc.liu.se/systems/tetralith/) you
+would do:
+
+```bash
+module add git/2.19.3-nsc1-gcc-system
+module add CMake/3.16.4-nsc1
+export FC=/software/sse/manual/mpprun/4.1.3/nsc-wrappers/ifort
+```
+
+### On own computer
+
+If you don't have [CMake](https://cmake.org/) or a Fortran compiler
+installed yet, one option is to install them into a conda environment
+by first saving the following into a file `environment.yml`:
+
+```yaml
+name: compilers
+channels:
+  - conda-forge
+dependencies:
+  - cmake
+  - compilers
+```
+
+followed by installing the packages into a new environment:
+```bash
+conda env create -f environment.yml
+```
+and finally activating the environment:
+```bash
+conda activate compilers
+```
+
+For good measure, set the `FC` variable to point to your
+Fortran compiler (adjust path as needed):
+```bash
+export FC=$HOME/miniconda3/envs/compilers/bin/gfortran
+```
+
+## Clone the pFUnit repository
+
+```bash
+git clone --recursive git@github.com:Goddard-Fortran-Ecosystem/pFUnit.git
+cd pFUnit
+```
+
+## Configure with Cmake
+
+```bash
+mkdir build
+cd build
+cmake ..
+```
+
+## Build and install
+
+The following will install pFUnit into a directory `installed` under
+the `build` directory.
+
+```bash
+make tests
+make install
+```
+
+## Compiling with pFUnit
+
+When compiling with pFUnit, set:
+```bash
+export PFUNIT_DIR=$HOME/path/to/pFUnit/build/installed
+```
+
+and run CMake with `-DCMAKE_PREFIX_PATH=$PFUNIT_DIR`.
+
+
+## Clone the pFUnit_demos repository
+
+This is for testing and learning purposes.
+
+```bash
+git clone git@github.com:Goddard-Fortran-Ecosystem/pFUnit_demos.git
+```
+
+### Try out the Trivial, Basic, and MPI examples
+
+```bash
+cd pFUnit_demos
+export PFUNIT_DIR=~pFUnit/build/installed/PFUNIT-4.2
+cd Trivial
+./build_with_cmake_and_run.x
+cd ../Basic
+./build_with_cmake_and_run.x
+cd ../MPI
+./build_with_cmake_and_run.x
+´´´
diff --git a/_sources/concepts.md.txt b/_sources/concepts.md.txt
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+---
+orphan: true
+---
+
+This page has been merged with [Motivation](motivation)
diff --git a/_sources/conclusions.md.txt b/_sources/conclusions.md.txt
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+# Conclusions and recommendations
+
+## The basics
+
+- Learn one test framework well enough for basics
+  - Explore and use the good tools that exist out there
+  - An incomplete list of testing frameworks can be found in the [Quick Reference](quick-reference)
+- Start with some basics
+  - Some simple thing that test all parts
+- Automate tests
+  - Faster feedback and reduce the number of surprises
+
+
+## Going more in-depth
+
+- Strike a healthy balance between unit tests and integration tests
+- As the code gets larger and the chance of undetected bugs
+  increases, tests should increase
+- When adding new functionality, also add tests
+- When you discover and fix a bug, also commit a test against this bug
+- Use code coverage analysis to identify untested or unused code
+- If you make your code easier to test, it becomes more modular
+
+
+## Ways to get started
+
+You probably won't do everything perfectly when you start off... But
+what are some of the easy starting points?
+
+- Do you have some single functions that are easy to test, but hard to
+  verify just by looking at them?  Add unit tests.
+
+- Do you have data analysis or simulation of some sort?  Make an
+  end-to-end test with sample data, or sample parameters.  This is
+  useful as an example anyway.
+
+- A local testing framework + GitHub actions is very easy!  And works
+  well in the background - you do whatever you want and get an email
+  if you break things.  It's actually pretty freeing.
diff --git a/_sources/continuous-integration.md.txt b/_sources/continuous-integration.md.txt
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+# Automated testing
+
+```{questions}
+- How can we implement automatic testing each time we push changes to the repository?
+- Why is it good to autoclose issues with commit messages?
+```
+
+## Continuous integration
+
+We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.
+
+This exercise can be run in "collaborative mode" by following instead the instructions
+in [Full-cycle collaborative workflow](./full-cycle-ci). In the collaborative version steps
+C-D below are performed by a collaborator.
+
+
+```{challenge} Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab
+
+In this exercise, we will:
+
+- **A.** Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)
+- **B.** Set up tests with GitHub Actions/ GitLab CI
+- **C.** Find a bug in our repository and open an issue to report it
+- **D.** Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)
+- **E.** Merge the pull/merge request and see how the issue is automatically closed.
+- **F.** Create a test to increase the code coverage of our tests.
+```
+
+### Prerequisites
+
+If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+[this git-refresher material](https://coderefinery.github.io/git-refresher/).
+If you are new to pull requests / merge requests, you can learn all about them
+in the [Collaborative Git lesson](https://coderefinery.github.io/git-collaborative/).
+
+
+### Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo
+
+#### Create a new repository
+
+- Begin by creating a repository called (for example) *example-ci*.
+- **Before** you create the repository, select **"Initialize this repository
+  with a README"** (otherwise you try to clone an empty repo).
+- Clone the repository (`git clone git@github.com:<yourGitID>/example-ci.git`).
+- Add the following files and code
+
+`````{tabs}
+   ````{group-tab} Python
+      Add a file `functions.py` containing:
+
+      ```python
+      def add(a, b):
+          return a + b
+
+      def subtract(a, b):
+          return a + b  # <--- fix this in step 7
+
+      def multiply(a, b):
+          return a * b
+
+      def convert_fahrenheit_to_celsius(fahrenheit):
+          return multiply(subtract(fahrenheit, 32), 9 / 5) # <-- Fix this in step 7
+      ```
+      and a file `test_functions.py` containing:
+
+      ```python
+
+      from functions import add, subtract, multiply
+      from functions import convert_fahrenheit_to_celsius as f2c
+      import pytest
+
+      def test_add():
+          assert add(2, 3) == 5
+          assert add('space', 'ship') == 'spaceship'
+
+      # uncomment the following test in step 5
+      #def test_subtract():
+      #    assert subtract(2, 3) == -1
+
+      # uncomment the following test in step 11
+      # def test_convert_fahrenheit_to_celsius():
+      #    assert f2c(32) == 0
+      #    assert f2c(122) == pytest.approx(50)
+      #    with pytest.raises(AssertionError):
+      #        f2c(-600)
+
+      ```
+      Finally, stage the files (`git add <filename>`), commit (`git commit -m "some commit message"`),
+      and push the changes (`git push origin main`).
+
+   ````
+   ````{group-tab} R
+      - Make a folder ``rtestingexample``
+      - In that folder create a file ``DESCRIPTION`` with the following contents:
+        ```
+        Package: rtestingexample
+        Title: Testing package for R and github actions
+        Version: 0.0.0.9000
+        Authors@R:
+            person("Your", "Name", , "none@example.com", role = c("aut", "cre"),
+                  )
+        Author: Your Name
+        Maintainer: Your Name <none@example.com>
+        Description: Just a few functions that are being tested.
+        License: MIT
+        Encoding: UTF-8
+        Depends: testthat
+        Roxygen: list(markdown = TRUE)
+        RoxygenNote: 7.2.3
+        ```
+      - In that folder create a file ``NAMESPACE`` with the following content:
+        ```
+        # Default NAMESPACE created by R
+        # Remove the previous line if you edit this file
+
+        # Export all names
+        exportPattern(".")
+
+        # Import all packages listed as Imports or Depends
+        import(
+        testthat
+        )
+        ```
+      - create a subfolder `R` (this will contain all functions of the package)
+      - in the `R` folder create a file `functions.R`with the following content:
+        ```R
+        add <- function(a,b){
+            return(a + b);
+        }
+
+        subtract <- function(a,b){
+            return(a - b);
+        }
+
+        multiply <- function(a,b){
+            return(a * b);
+        }
+
+        convert_fahrenheit_to_celsius <- function(fahrenheit){
+            C_temp <- multiply(subtract(fahrenheit,32),5/9);
+            return(C_temp);
+        }
+        ```
+      - create a subfolder `tests`
+      - in `tests` create a folder `testthat` and a file `testthat.R` with the following content:
+        ```R
+        # This file is part of the standard setup for testthat.
+        # It is recommended that you do not modify it.
+        #
+        # Where should you do additional test configuration?
+        # Learn more about the roles of various files in:
+        # * https://r-pkgs.org/tests.html
+        # * https://testthat.r-lib.org/reference/test_package.html#special-files
+
+        library(testthat)
+        library(rtestingexample)
+
+        test_check("rtestingexample")
+        ```
+      - in the `testthat` folder create a file `test-functions.R` with the following content:
+        ```R
+
+        test_that(desc = "Add", code = {
+          c <- add(2,3);   # Runs the function
+
+          # Test that the result is the correct value
+          expect_equal(c,5);
+
+          # Test that the result is numeric
+          expect_true(is.numeric(c));
+        })
+
+        # uncomment the following test in step 11
+        #test_that(desc = "Fahrenheit to Celsius", code = {
+        #
+        #  temp_C <- convert_fahrenheit_to_celsius(50);
+        #  expect_equal(temp_C,10);
+        #  expect_true(is.numeric(temp_C));
+        #})
+
+        # uncomment the following test in step 5
+        #test_that(desc = "Subtract", code = {
+        #  c <- subtract(3,2);
+        #  expect_equal(c,1);
+        #  expect_true(is.numeric(c));
+        #})
+
+   ````
+`````
+
+
+
+#### Fork and clone an existing example repository
+
+- Fork the example repo. There are two options one for [python](https://github.com/AaltoRSE/PyTestingExample) and one for [R](https://github.com/AaltoRSE/RTestingExample).
+- Clone your fork (`git clone git@github.com:<yourGitID>/<Py/R>TestingExample.git`).
+
+
+
+### Step 2: Run tests locally
+`````{tabs}
+  ````{group-tab} Python
+  You can now run your tests locally with
+  ```
+  pytest
+  ```
+  ````
+  ````{group-tab} R
+  You can now run your tests (and a complete check of this package) locally by running:
+  ```
+  Rscript -e 'testthat::test_local()'`
+  ```
+> **_NOTE:_** You might need to install the testthat package before you can run the command above ( in R `install.packages("testthat")`)
+`````
+
+
+
+### Step 3: Enable automated testing
+
+`````{tabs}
+  ````{group-tab} GitHub-Python
+
+  In this step we will enable GitHub Actions.
+  Select "Actions" from your GitHub repository page. You get to a page
+  "Get started with GitHub Actions". Select the button for "Configure"
+  under Python Application:
+
+  ```{figure} img/python_application.png
+  :alt: Selecting a Python workflow
+
+  Select "Python application" as the starter workflow.
+  ```
+
+  GitHub creates the following file for you in the subfolder `.github/workflows`.
+  Modify the highlited lines according to the action below. This will add a code coverage
+  report to new pull requests. The if clause restricts this to pull requests, as otherwise
+  this action would not have a target to write the reports to. On pushes only the unittesting is run.
+
+  ```{code-block} yaml
+  ---
+  emphasize-lines: 16,29,39-45
+  ---
+  # This workflow will install Python dependencies, run tests and lint with a variety of Python versions
+  # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
+
+  name: Python package
+
+  on:
+    push:
+      branches: [ "main" ]
+    pull_request:
+      branches: [ "main" ]
+
+  jobs:
+    build:
+      permissions:
+        contents: read
+        pull-requests: write
+
+      runs-on: ubuntu-latest
+
+      steps:
+      - uses: actions/checkout@v3
+      - name: Set up Python 3.10
+        uses: actions/setup-python@v3
+        with:
+          python-version: "3.10"
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install flake8 pytest pytest-cov
+          if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+      - name: Lint with flake8
+        run: |
+          # stop the build if there are Python syntax errors or undefined names
+          flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+          # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+          flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+      - name: Test with pytest and calculate coverage
+        run: |
+          pytest --cov-report "xml:coverage.xml"  --cov=.
+      - name: Create Coverage
+        if: ${{ github.event_name == 'pull_request' }}
+        uses: orgoro/coverage@v3
+        with:
+            coverageFile: coverage.xml
+            token: ${{ secrets.GITHUB_TOKEN }}
+  ```
+
+  Commit the change by pressing the "Start Commit" button:
+
+  ```{figure} img/gh_action_commit.png
+  :alt: Committing the change
+
+  Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+  ```
+  ````
+
+  ````{group-tab} GitLab-Python
+
+  In this step we will enable GitLab CI.
+  Select "CI/CD" from your Gitlab sidebar of the project. You get to a page
+  "Editor". (Instead you can also click on "Add CI/CD" on the main page or just add a `.gitlab-ci.yml` file the result is identical.
+
+  Copy the following code snippet into the file. Gitlab will save it as `.gitlab-ci.yml`.
+  Add `pytest test_functions.py` to the last line (highlighted):
+
+  ```{code-block} yaml
+  ---
+  emphasize-lines: 22
+  ---
+  # This workflow will install Python dependencies, run tests and lint with a single version of Python
+  # For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml
+
+  image: python:latest
+  stages:
+    - linting
+    - test
+  before_script:
+    - cat /proc/version #print out operations system
+    - python -V  # Print out python version for debugging
+    - pip install pytest flake8
+    - if [ -f requirements.txt ]; then pip install -r requirements.txt;fi
+
+  linting:
+    stage: linting
+    script:
+      - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+      - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+  test:
+    stage: test
+    script:
+      - pytest
+
+  ```
+
+  Commit the change by pressing the "Commit changes" button:
+
+  ```{figure} img/gl_action_commit.png
+  :alt: Committing the change
+  :width: 400px
+
+  Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.
+  ```
+  ````
+
+  ````{group-tab} GitHub-R
+
+  In this step we will enable GitHub Actions.
+  Select "Actions" from your GitHub repository page. You get to a page
+  "Get started with GitHub Actions". Unfortunately, as of the creation of this lecture, the default "R package action"
+  that is suggested by github is quite complex and not really fit for our purpose. Instead we will create our own
+  workflow as detailed below.
+  So first click on the " set up a workflow yourself" link above the "Search workflows" field.
+
+  GitHub creates a "main.yml" file that we can now modify as needed.
+
+  - First, replace the name by a more descriptive one (e.g. r_testing.yml)
+
+  - Then add the following code to the file:
+
+    ```{code-block} yaml
+    ---
+    emphasize-lines: 25-31,37
+    ---
+    # Workflow derived from https://github.com/r-lib/actions/tree/v2/examples
+    # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
+    on:
+      push:
+        branches: [main]
+      pull_request:
+        branches: [main]
+
+    name: test-coverage
+
+    jobs:
+      test-coverage:
+        runs-on: ubuntu-latest
+        env:
+          GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+        name: R
+        steps:
+          - uses: actions/checkout@v3
+          - name: Setup R
+            uses: r-lib/actions/setup-r@v2
+            with:
+              use-public-rspm: true
+          - uses: r-lib/actions/setup-r-dependencies@v2
+            with:
+              extra-packages: |
+                any::covr
+                any::rcmdcheck
+              needs: |
+                coverage
+                check
+              working-directory: 'rtestingexample'
+          - name: Test coverage
+            run: |
+              covr::codecov(
+                quiet = FALSE,
+                clean = FALSE,
+                path = "rtestingexample",
+                install_path = file.path(Sys.getenv("RUNNER_TEMP"), "package")
+              )
+            shell: Rscript {0}
+
+          - name: Show testthat output
+            if: always()
+            run: |
+              ## --------------------------------------------------------------------
+              find ${{ runner.temp }}/package -name 'testthat.Rout*' -exec cat '{}' \; || true
+            shell: bash
+
+          - name: Upload test results
+            if: failure()
+            uses: actions/upload-artifact@v3
+            with:
+              name: coverage-test-failures
+              path: ${{ runner.temp }}/package
+    ```
+    The action is a modified version of the action generated by [covr](https://covr.r-lib.org/) using the `usethis::use_github_action("test-coverage")` command.
+    It is built up from several actions provided by the [r-lib project](https://github.com/r-lib/actions), along with the test/coverage commands.
+
+
+
+  Commit the change by pressing the "Start Commit" button:
+
+  ```{figure} img/gh_action_commit.png
+  :alt: Committing the change
+
+  Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+  ```
+  ````
+
+
+`````
+
+
+### Step 4: Verify that tests have been automatically run
+
+`````{tabs}
+   ````{group-tab} GitHub-Python
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+
+   ````{group-tab} GitLab-Python
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a blue marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/gl_green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Pipelines" tab and look at the steps there and their output.
+   ````
+   ````{group-tab} GitHub-R
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+`````
+
+
+### Step 5: Add a test which reveals a problem
+
+After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:
+
+```console
+$ git pull origin main
+```
+
+Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called `main` and not perhaps `master`.
+
+Next uncomment the code in `test_functions.py` under "step 5", commit, and push.
+Verify that the test suite now fails on the "Actions" tab (GitHub)
+or the "CI/CD->Pipelines" tab (GitLab).
+
+
+### Step 6: Open an issue on GitHub/GitLab
+
+Open a new issue in your repository about the broken test (click the
+"Issues" button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.
+
+
+### Step 7: Fix the broken test
+
+Now fix the code **on a new branch**, you can call it `yourname/bugfix`.
+After you have fixed the code on the new branch, commit the following
+commit message `"restore function subtract; fixes #1"` (assuming that
+you try to fix issue number 1).
+
+```{callout} Shortcut
+
+   Here it's perfectly possible to take a shortcut and commit and push
+   directly to the main branch. If you do this, steps 8-9 below are skipped.
+   - When would you push directly to the main branch, and when would you send a
+   pull/merge request?
+```
+
+
+Then push to your repository.
+
+
+### Step 8: Open a pull request (GitHub)/ merge request (GitLab)
+
+Go back to the repository on GitHub or GitLab and open a pull/merge
+request. **In a collaborative setting, you could request a code
+review from collaborators at this stage.** Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.
+
+If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: `my pull/merge request
+title, closes #1`.
+
+
+### Step 9: Accept the pull/merge request
+
+Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).
+
+See also:
+- GitHub: [closing issues using keywords](https://help.github.com/articles/closing-issues-using-keywords/)
+- GitLab: [closing issues using keywords](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues)
+
+Discuss whether this is a useful feature. And if it is, why do you think is it useful?
+
+### Step 10: Increase your code coverage
+
+We are currently missing several functions in our tests. Write a test for the `multiply` function in a new branch and create a pull request.
+On python you can directly observe the increase in code coverage.
+On R you can have a look at the action (`Actions -> last run of your action -> Select a job -> Test coverage`). If you compare this with the
+previous run, you should see an increase once the update is in.
+
+### Step 11 (optional): Repeat steps 5-9 for the `convert_fahrenheit_to_celsius` function:
+
+Repetition helps learning, so let's do the testing again for our `convert_fahrenheit_to_celsius` function.
+Uncomment the test for the `convert_fahrenheit_to_celsius` function and repeat steps 5 to 9 fixing the bug this test exposes.
+
+
+### Discussion
+
+Finally, we discuss together about our experiences with this exercise.
+
+---
+
+## Where to go from here
+
+- This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages
+- This workflow is very useful for collaborators who work on the same code and it works both for
+  [centralized](https://coderefinery.github.io/git-collaborative/02-centralized/) and
+  [forking](https://coderefinery.github.io/git-collaborative/03-distributed/) workflows - have a look at this
+  [alternative exercise](./full-cycle-ci) to see how that works.
+- GitHub Actions has a [Marketpace](https://github.com/marketplace?type=actions) which offer wide range of automatic workflows
+- On GitLab use [GitLab CI](https://about.gitlab.com/product/continuous-integration/)
+- For Windows builds you can also use [Appveyor](https://www.appveyor.com)
+
+
+```{keypoints}
+- When fixing bugs or other problems reported in issues, use the issue
+  autoclosing mechanism when you send the pull/merge request.
+```
diff --git a/_sources/exercises.rst.txt b/_sources/exercises.rst.txt
new file mode 100644
index 0000000..d874855
--- /dev/null
+++ b/_sources/exercises.rst.txt
@@ -0,0 +1,13 @@
+List of exercises
+=================
+
+Full list
+---------
+
+This is a list of all exercises and solutions in this lesson, mainly
+as a reference for helpers and instructors.  This list is
+automatically generated from all of the other pages in the lesson.
+Any single teaching event will probably cover only a subset of these,
+depending on their interests.
+
+.. exerciselist::
diff --git a/_sources/full-cycle-ci.md.txt b/_sources/full-cycle-ci.md.txt
new file mode 100644
index 0000000..871ec60
--- /dev/null
+++ b/_sources/full-cycle-ci.md.txt
@@ -0,0 +1,347 @@
+# (Optional) Full-cycle collaborative workflow
+
+```{questions}
+- How can we implement automatic testing each time we push changes to the repository?
+- Why is it good to autoclose issues with commit messages?
+```
+
+
+## Exercise a full-cycle collaborative workflow
+
+This exercise is a collaborative version of the [Automated testing exercise](./continuous-integration).
+
+```{exercise} FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues
+This is an expanded version of the {doc}`automated testing demonstration <continuous-integration>`.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).
+
+The exercise takes 20-30 minutes.
+
+In this exercise, everybody will:
+
+**A.** Create a repository on GitHub/GitLab (everybody should use a **different repository name** for their repository)
+**B.** Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+**C.** Everybody will find a bug in their repository and open an issue in their repository
+**D.** Then each one will clone the repo of one of their exercise partners, fix the bug,
+  and open a pull request (GitHub)/ merge request (GitLab)
+**E.** Everybody then merges their co-worker's change
+```
+
+```{figure} img/testing_group_work.png
+:alt: Graph with exercise steps
+:width: 300px
+
+Overview of this exercise. Below we detail the steps.
+```
+
+### Prerequisites
+
+If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+[this git-refresher material](https://coderefinery.github.io/git-refresher/).
+
+
+### Step 1: Create a new repository on GitHub/GitLab
+
+- Select a **different repository name** than your colleagues (otherwise forking the same name will be strange)
+- **Before** you create the repository, select **"Initialize this repository
+  with a README"** (otherwise you try to clone an empty repo).
+- Share the repository URL with your exercise group via shared document or chat
+
+
+### Step 2: Clone your own repository, add code, commit, and push
+
+Clone the repository.
+
+Add a file `example.py` containing:
+
+```python
+def add(a, b):
+    return a + b
+
+
+def test_add():
+    assert add(2, 3) == 5
+    assert add('space', 'ship') == 'spaceship'
+
+
+def subtract(a, b):
+    return a + b  # <--- fix this in step 8
+
+
+# uncomment the following test in step 5
+#def test_subtract():
+#    assert subtract(2, 3) == -1
+```
+Test `example.py` with `pytest`.
+
+Then stage the file (`git add <filename>`), commit (`git commit -m "some commit message"`),
+and push the changes (`git push origin main`).
+
+
+### Step 3: Enable automated testing
+
+`````{tabs}
+   ````{group-tab} GitHub
+
+   In this step we will enable GitHub Actions.
+   Select "Actions" from your GitHub repository page. You get to a page
+   "Get started with GitHub Actions". Select the button for "Set up
+   this workflow" under Python Application:
+
+   ```{figure} img/python_application.png
+   :alt: Selecting a Python workflow
+
+   Select "Python application" as the starter workflow.
+   ```
+
+   GitHub creates the following file for you in the subfolder `.github/workflows`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 34-36
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+   name: Python application
+
+   on:
+     push:
+       branches: [ main ]
+     pull_request:
+       branches: [ main ]
+
+   jobs:
+     build:
+
+       runs-on: ubuntu-latest
+
+       steps:
+       - uses: actions/checkout@v2
+       - name: Set up Python 3.8
+         uses: actions/setup-python@v2
+         with:
+           python-version: 3.8
+       - name: Install dependencies
+         run: |
+           python -m pip install --upgrade pip
+           pip install flake8 pytest
+           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+       - name: Lint with flake8
+         run: |
+           # stop the build if there are Python syntax errors or undefined names
+           flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+           # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+           flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+       - name: Test with pytest
+         run: |
+           pytest example.py
+   ```
+
+   Commit the change by pressing the "Start Commit" button:
+
+   ```{figure} img/gh_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+
+   ````{group-tab} GitLab
+
+   In this step we will enable GitLab CI.
+   Select "CI/CD" from your Gitlab sidebar of the project. You get to a page
+   "Editor". (Instead you can also click on "Add CI/CD" on the main page or just add a `.gitlab-ci.yml` file the result is identical.
+
+   Copy the following code snippet into the file. Gitlab will save it as `.gitlab-ci.yml`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 22
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml
+
+   image: python:latest
+   stages:
+     - linting
+     - test
+   before_script:
+     - cat /proc/version #print out operations system
+     - python -V  # Print out python version for debugging
+     - pip install pytest flake8
+     - if [ -f requirements.txt ]; then pip install -r requirements.txt;fi
+
+   linting:
+     stage: linting
+     script:
+       - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+       - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+   test:
+     stage: test
+     script:
+       - pytest example.py
+
+   ```
+
+   Commit the change by pressing the "Commit changes" button:
+
+   ```{figure} img/gl_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+`````
+
+
+### Step 4: Verify that tests have been automatically run
+
+`````{tabs}
+   ````{group-tab} GitHub
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+
+   ````{group-tab} GitLab
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a blue marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/gl_green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Pipelines" tab and look at the steps there and their output.
+   ````
+`````
+
+
+### Step 5: Add a test which reveals a problem
+
+After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:
+
+```console
+$ git pull origin main
+```
+
+Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called `main` and not perhaps `master`.
+
+Next uncomment the code in `example.py` under "step 5", commit, and push.
+Verify that the test suite now fails on the "Actions" tab (GitHub)
+or the "CI/CD->Pipelines" tab (GitLab).
+
+
+### Step 6: Open an issue on GitHub/GitLab
+
+Open a new issue in your repository about the broken test (click the "Issues" button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.
+
+
+### Step 7: Fork and clone the repository of your colleague
+
+Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+[this visual representation](https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout)).
+
+**Make sure you clone the fork after you have forked it. Do not clone
+your colleague's repository directly.**
+
+`````{tabs}
+   ````{group-tab} GitHub
+
+      ```console
+      $ git clone https://github.com/your-username/the-repository.git
+      ```
+   ````
+
+   ````{group-tab} GitLab
+
+      ```console
+      $ git clone https://gitlab.com/your-username/the-repository.git
+      ```
+   ````
+`````
+
+
+### Step 8: Fix the broken test
+
+After you have fixed the code, commit the following commit message
+`"restore function subtract; fixes #1"` (assuming that you try to fix
+issue number 1).
+
+Then push to your fork.
+
+
+### Step 9: Open a pull request (GitHub)/ merge request (GitLab)
+
+Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.
+
+If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: `my pull/merge request title, closes #NUMBEROFTHEISSUE`
+
+
+### Step 10: Accept the pull request/ merge request
+
+Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).
+
+See also:
+- GitHub: [closing issues using keywords](https://help.github.com/articles/closing-issues-using-keywords/)
+- GitLab: [closing issues using keywords](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues)
+
+Discuss whether this is a useful feature. And if it is, why do you think is it useful?
+
+
+### Discussion
+
+Finally, we discuss together about our experiences with this exercise.
+
+
+```{challenge} (optional) FullCI-2: Add a license file to the previous exercise's repository
+In the [Social coding and open software](https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/)
+lesson we learn how important it is to add a LICENSE file.
+
+Your goal:
+- You discover that your coworker's repository does not have a LICENSE file.
+- Open an issue and suggest a LICENSE.
+- Then add a LICENSE via a pull/merge request, referencing the issue number.
+```
+
+---
+
+## Where to go from here
+
+- This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages
+- GitHub Actions has a [Marketpace](https://github.com/marketplace?type=actions) which offer wide range of automatic workflows
+- On GitLab use [GitLab CI](https://about.gitlab.com/product/continuous-integration/)
+- For Windows builds you can also use [Appveyor](https://www.appveyor.com)
+
+
+```{keypoints}
+- When fixing bugs or other problems reported in issues, use the issue
+  autoclosing mechanism when you send the pull/merge request.
+```
diff --git a/_sources/guide.md.txt b/_sources/guide.md.txt
new file mode 100644
index 0000000..7e7a478
--- /dev/null
+++ b/_sources/guide.md.txt
@@ -0,0 +1,263 @@
+# Instructor guide
+
+## Detailed schedule
+
+- 9:00-9:15 [Motivation](https://coderefinery.github.io/testing/motivation/)
+- 9:15-9:40 [Testing locally](https://coderefinery.github.io/testing/pytest/)
+    - explain the exercise: 5 min
+    - **20 min exercise**
+- 9:40-10:00 [Automated testing](https://coderefinery.github.io/testing/continuous-integration/)
+    - demo
+- 10:00-10:10 Break
+- 10:10-10:50 [Test design](https://coderefinery.github.io/testing/test-design/)
+    - explain the exercise: 10 min
+    - **20 min exercise**
+    - discussion and type-along of advanced exercises: 10 minutes
+- 10:50-11:00 Discussion and summary
+
+
+## Why we teach this lesson
+
+- Because writing tests and using automated testing is often part
+  of the development process, especially for codes that are larger than
+  a simple script.
+- We wish to give learners the tools so that they can rewrite codes and
+  collaborate on a code projects with more confidence.
+- Testing can help detecting regressions during development instead of later
+  (when using the code) or too late (after having published results).
+- Can simplify collaboration since contributors can be more confident that
+  their changes preserve expected functionality.
+- Tests document the intent of the function/module/library/code.
+- Tests can guide the code towards more modular and reusable code style with
+  fewer side effects.
+
+
+## Intended learning outcomes
+
+- Know that in each language tools exist that can execute a series of test functions
+  and report success or failure.
+- Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+  allow us to automatically run tests on every Git push or every pull request or merge request.
+- Be able to approach a function or module or library and design a test for it "in words"
+  or pseudo-code.
+- Know what test coverage means and how it can help to detect untested/unused code.
+- Know where in a larger and untested project to start introducing tests since it is beyond
+  reach and also probably not reasonable to test everything.
+
+
+## How we teach this lesson
+
+### How to start
+
+The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.
+
+### Questions to involve participants
+
+- Do you agree that testing software is similar to calibrating detectors?
+- Do you test your code?
+- How and when do you test?
+- Where would you start adding a test in an existing project?
+- In which situations would you recommend not to add any tests?
+
+
+### Structure of the lesson
+
+#### Motivation and concepts
+
+The former "motivation" and "concepts" episodes have been combined
+into one.  Previously, the lesson was described as quite dogmagtic and
+without enough time for exercises.  When teaching, try to give some of
+the benefits, but without being too long about it.  The quick
+reference has more details on language-specific things.
+
+#### Testing locally
+
+After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise "Testing with numerical
+tolerance" can be left as homework.  The end-to-end test may be hard
+for many people who can't script other programs, but it provides
+something that can keep advanced people interested for longer.
+
+#### Automated testing (or full-cycle collaborative workflow)
+
+After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode "Full-cycle
+collaborative workflow", and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.
+
+**If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!**
+
+If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with "fixes
+#1" (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.
+
+#### Test design
+
+This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.
+
+#### Order of Continuous Integration and Test Design
+
+When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.
+
+### Timing
+
+The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with "Full-cycle
+collaborative workflow", or give more time to the Test Design episode.
+
+Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.
+
+### Room for improvement
+
+- The lesson is still too Python centric in the "Testing locally" and "Automated testing" episodes.
+  It would be nice to offer alternatives for learners who write in different languages.
+- Currently the lesson is in the "discipline" domain. Testing is
+  something you do to control behavior (your own as well as the code).
+  Testing is also something you can do to improve productivity, but this
+  is less visible/detectable.
+
+
+
+## Field reports
+
+### 2024 March (first time with no exercises)
+
+This was the first year we did the "all demo" mode with no exercises,
+and it worked well enough.  Our rough plan can be seen [at this
+hackmd](https://hackmd.io/cMowYt5nQOqZj0n1wsIlyw) (not pasted here
+because it's kind of long).
+
+We tried to be fast with motivation, and not go to details. In
+"testing locally", we basically did the exercise as a demo.  There
+wasn't much of note, it worked and there was plenty of
+discussion. "Automated testing" worked fine also, except: a) we had to
+choose how to push to Github, we used vscode, but not all learners did
+that method.  Nothing to change here, but be aware you should explain
+what and why you are doing for people who didn't use your chosen
+method of linking, and b) code coverage didn't work from a PR from a
+fork.  We had one person set up the automated tests, then swapped
+instructors and showed the second making the fork and contributing.
+
+The biggest thing to think about is how, when demoing testing
+locally/automated testing, people ask "how to tests work?", which then
+comes later.  I don't know if I would change the order,
+though... because showing how to design tests without knowing how to
+use them would make the same kind of questions, but reversed.  I think
+it's just a "decide how it is and prepare for the questions" - maybe
+in "motivation" or some other summary episode at the start.
+
+"Test design" didn't have any major problems, but many of the tests
+were relatively simple to discuss: the earlier tests would be trivial
+to understand if someone shows you the code (should we demonstrate
+typing two lines that's the same as in motivation? - but interesting
+to do as an exercise).  Some of the later ones were interesting to
+build up and demonstrate.  It would be good to think which exercises
+one wants to demo, and which one wants to only talk about.  And think
+which comes out of each demo/telling.
+
+Overall, no major issues in doing this demo-based with good
+familiarity but limited preparation time.
+
+
+### 2023 September
+
+For this lesson, "Motivation" and "Concepts" were combined.  An extra
+end-to-end test was added under "testing locally".
+
+
+### 2023 March
+
+Due to a mix-up with instructors, we changed the plan at the last
+minute and it didn't go so well (we should have known).  The original
+plan had pytest as a demo, with exercises for Github CI and test
+design.  We did pytest as an exercise, Github CI as an exercise, and
+had almost no time for test design.  One complaint was that there
+wasn't enough time for practical things, so I think a plan like last
+time could have been good.  As usual, we should have found a way to
+talk less and do more.
+
+This was the schedule from March 2023:
+
+```markdown
+* 8:50 - 9:00 Getting started
+* 9:00 - 10:45 [Software testing](https://coderefinery.github.io/testing/)
+  - 9:00-9:05 Short info about today's exercise sessions and possible questions from yesterday
+  - 9:05-9:10 [Motivation](https://coderefinery.github.io/testing/motivation/)
+  - 9:10-9:20 [Concepts](https://coderefinery.github.io/testing/concepts/)
+  - 9:20-9:45 [Testing locally](https://coderefinery.github.io/testing/pytest/)
+      - 5 minutes talking
+      - 15 minute exercises
+      - 5 going over exercises and discussion
+  - 9:45-9:55 Break
+  - 9:55-10:20 [Automated testing](https://coderefinery.github.io/testing/continuous-integration/)
+      - type-along session
+  - 10:20-10:45 [Test design](https://coderefinery.github.io/testing/test-design/)
+      - discussion: 5 minutes
+      - Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+      - discussion and type-along of advanced exercises: 10 minutes
+  - 10:45-11:00 Break
+```
+
+### 2022 September
+
+Overall, it went well with the schedule below.  We had to be
+efficient, but it seemed like it wasn't too hard.  The only complaint
+was that there was a lot of time for the first exercise (pytest
+locally), which I would agree with.  I think for next time, we should
+add in parts of that exercise so that there are more advanced things
+to do, since there are more nice features of pytest, such as `--pdb`,
+running single tests, etc.  Other than that, there wasn't really much
+to report.
+
+The way extra long breaks and a 5-minute starting point were included
+is quite good for the schedule.  Not because we needed them, but it
+allowed us to go over time and not be under so much time pressure.
+
+```markdown
+**Day 6**
+* 8:50 - 9:00 Getting started
+* 9:00 - 10:45 Software testing
+  - 9:00-9:05 Short info about today's exercise sessions and possible questions from yesterday
+  - 9:05-9:10 [Motivation](https://coderefinery.github.io/testing/motivation/)
+  - 9:10-9:20 [Concepts](https://coderefinery.github.io/testing/concepts/)
+  - 9:20-9:45 [Testing locally](https://coderefinery.github.io/testing/pytest/)
+      - 5 minutes talking
+      - 15 minute exercises
+      - 5 going over exercises and discussion
+  - 9:45-9:55 Break
+  - 9:55-10:20 [Automated testing](https://coderefinery.github.io/testing/continuous-integration/)
+      - type-along session
+  - 10:20-10:45 [Test design](https://coderefinery.github.io/testing/test-design/)
+      - discussion: 5 minutes
+      - Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+      - discussion and type-along of advanced exercises: 10 minutes
+  - 10:45-11:00 Break
+```
+
+### 2019 November instructor training workshop
+
+Some notes about teaching are here:
+<https://github.com/coderefinery/testing/issues/42>
diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt
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+Automated testing - Preventing yourself and others from breaking your functioning code
+======================================================================================
+
+Have you ever had some of these problems?:
+
+- You change B and C, and suddenly A doesn't work anymore.  Time
+  wasted trying to figure out what changed.
+- There was some simple problem, systematically testing could have
+  found it.
+- You get someone else's code and are afraid to touch it because who
+  knows what might break.  Plot twist: it's your own code!
+
+People have learned that some automatic way to check problems makes
+software development much easier.  This lesson will talk about the
+places it's useful for research code, and how easy it can be.
+We will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see how automated testing works and practice designing and writing tests.
+
+.. prereq::
+
+   1. You need `pytest <http://doc.pytest.org>`__ (as part of Anaconda or Miniconda or Virtual Environment).
+
+   2. (Optional) To work on exercises in other languages than Python,
+      please follow the instructions under "Language-specific
+      instructions" in the `Test design episode <https://coderefinery.github.io/testing/test-design/>`__
+      to install the recommended testing frameworks.
+
+   3. Basic understanding of Git.
+
+   4. You need a `GitHub <https://github.com>`__ or a `Gitlab
+      <https://gitlab.com/>`__ account for the "automated testing" and
+      "full-cycle collaborative workflow" (but the rest works fine
+      just locally).
+
+
+.. csv-table::
+   :widths: auto
+   :delim: ;
+
+   15 min ; :doc:`motivation`
+   25 min ; :doc:`pytest`
+   30 min ; :doc:`continuous-integration`
+   30 min ; :doc:`test-design`
+   5 min ; :doc:`conclusions`
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: The lesson
+
+   motivation
+   pytest
+   continuous-integration
+   test-design
+   conclusions
+   full-cycle-ci
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Reference
+
+   exercises
+   quick-reference
+   guide
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: About
+
+   All lessons <https://coderefinery.org/lessons/core/>
+   CodeRefinery <https://coderefinery.org/>
+   Reusing <https://coderefinery.org/lessons/reusing/>
diff --git a/_sources/motivation.md.txt b/_sources/motivation.md.txt
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+++ b/_sources/motivation.md.txt
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+# Motivation
+
+```{objectives}
+- Appreciate the importance of testing software
+- Understand various benefits of testing
+```
+
+
+## Untested software can be compared to uncalibrated detectors
+
+*"Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response."*
+
+> [From [Testing and Continuous Integration with Python](https://carpentries-incubator.github.io/python-testing/), created by K. Huff]
+
+With testing, simulations and analysis using software *can* be held to the same standards as experimental measurement devices!
+
+What can go wrong when research software has bugs?  Look no further:
+
+- [A Scientist's Nightmare: Software Problem Leads to Five Retractions](https://science.sciencemag.org/content/314/5807/1856.summary)
+- [Researchers find bug in Python script may have affected hundreds of studies](https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/)
+
+---
+
+## Testing in a nutshell
+
+In software tests, expected results are compared with observed results
+in order to establish accuracy.  Why are we not comparing directly all
+digits with the expected result?:
+
+````{tabs}
+   ```{group-tab} Python
+
+      ```{literalinclude} code/python/fahrenheit_to_celsius_test.py
+      :language: python
+      ```
+   ```
+
+   ```{group-tab} C++
+
+      ```{literalinclude} code/cpp/fahrenheit_to_celsius_test.cpp
+      :language: C++
+      ```
+   ```
+
+   ```{group-tab} R
+
+      ```{literalinclude} code/R/fahrenheit_to_celsius_test.R
+      :language: R
+      ```
+   ```
+
+   ```{group-tab} Julia
+
+      ```{literalinclude} code/julia/fahrenheit_to_celsius_test.jl
+      :language: Julia
+      ```
+   ```
+
+   ```{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/fahrenheit_to_celsius_test.f90
+      :language: fortran
+      ```
+   ```
+````
+
+Or you can test whole programs:
+```console
+$ python3 run-test.py
+
+running: sample_data/set1.csv --output=tests/set1.txt
+CORRECT
+```
+
+---
+
+## What can tests help you do?
+
+**Preserving expected functionality**
+- Check old things when you add new ones
+
+**Help users of your code**
+- Verify it's installed correctly and works.
+- See examples of what it should do.
+
+**Help other developers modify it**
+- Change things with confidence that nothing is breaking.
+- Warning if documentation/examples go out of date.
+
+**Manage complexity**
+- If code is easy to test, it's probably easier to maintain.
+- The next lesson [Modular code development](https://coderefinery.github.io/modular-type-along/)
+  demonstrates this.
+
+---
+
+## Discussion: When is it OK not to add tests?
+
+```{discussion} Discussion: When is it OK not to add tests?
+
+Vote in the notes and we'll discuss soon.  **It is always a balance: there is no "always"/"never"**.
+
+1. Jupyter or R Markdown notebook which produces a plot and you know by
+   looking at the plot whether it worked?
+2. A short, "obviously correct" Python or R script which you never intend to reuse?
+3. A simple short, "obviously correct" shell script?
+4. Can you give other examples?
+
+```
+
+---
+
+## Discussion: What's easy and hard to test?
+
+```{discussion} Discussion: Testing in practice
+
+Use the collaborative notes to answer these questions:
+
+1. Give examples of things (from your work) that are easy to test.
+2. Give examples of things (from your work) that are hard to test.
+```
+
+---
+
+## Types of tests
+
+* Test functions one at a time - **Unit tests**
+
+* Test how parts work together - **Integration tests**
+
+* Test the whole thing running - **End-to-end tests**
+  * For example, running on sample data.
+
+* Check same results as before - **Regression tests**
+
+* Write test first (the output), then write code to make test pass -
+  **Test-driven development**
+
+* GitHub or GitLab runs tests automatically - **Continuous
+  integration**
+
+* Report that tells you which lines were/were not run by tests -
+  **Code coverage**
+
+* Framework that runs test for you - **Testing framework**
+  * See [Quick Reference](./quick-reference) for some examples.
+
+---
+
+## What should you do?
+
+* Not every code needs perfect test coverage.
+
+* If code is interactive-only (Jupyter Notebook), it's usually hard to
+  test.
+
+  * But also hard to run: the next lesson will discuss!
+
+* At least end-to-end is often easy to add.
+
+* Add tests of tricky functions.
+
+  * If you'd have to run it over and over to test while writing, why
+    not make it a property test?
+
+* It's easy to have Gitlab/Github run the tests.
+
+  * It's nice to push without thinking, and the system tells you when
+    it's broke.
+
+* **Learning how to test well make the rest of your code better, too.**
+
+---
+
+## Where to start
+
+- A simple script or notebook probably does not need an automated test.
+
+**If you have nothing yet**
+- Start with an end-to-end test.
+- Describe in words how *you* check whether the code still works.
+- Translate the words into a script.
+- Run the script automatically on every code change.
+
+**If you want to start with unit-testing**
+- You want to rewrite a function? Start adding a unit test right there first.
diff --git a/_sources/pytest.md.txt b/_sources/pytest.md.txt
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+# Testing locally
+
+```{questions}
+- How hard is it to implement a test suite using pytest?
+```
+
+
+## Exercise [pytest](http://doc.pytest.org)
+
+In this exercise we will make a simple Python function and use
+[pytest](http://doc.pytest.org) to test it.
+
+* This is easy to use by almost any Python project and doesn't rely on any
+  other servers or services.  Similar things exist in other languages.
+* The downside is that you have to remember to run it yourself.
+
+We will try to
+keep things simple so that those who do not use Python can follow.
+
+````{challenge} Local-1: Create a minimal Pytest example (15 min)
+In this exercise, we will create a minimal example using
+the [pytest](http://doc.pytest.org), run the test, and show what
+happens when a test breaks.
+
+
+1. Create a new directory and change into it:
+   ```console
+   $ mkdir pytest-example
+   $ cd pytest-example
+   ```
+
+2. Then create a file called `example.py` and copy-paste the following code into it:
+   ```python
+   def add(a, b):
+       return a + b
+
+
+   def test_add():
+       assert add(2, 3) == 5
+       assert add('space', 'ship') == 'spaceship'
+   ```
+   This code contains one genuine function and a test function.
+   `pytest` finds any functions beginning with `test_` and treats them
+   as tests.
+
+3. Let us try to test it with pytest:
+   ```console
+   $ pytest -v example.py
+
+   ============================================================ test session starts =================================
+   platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+   cachedir: .pytest_cache
+   rootdir: /home/user/pytest-example, inifile:
+   collected 1 item
+
+   example.py::test_add PASSED
+
+   ========================================================= 1 passed in 0.01 seconds ===============================
+   ```
+   Yay! The test passed!
+
+   Hint for participants trying this inside Spyder or IPython: try `!pytest -v example.py`.
+
+4. Let us break the test!
+   Introduce a code change which breaks the code and check
+   whether pytest detects the change:
+   ```console
+   $ pytest -v example.py
+
+   ============================================================ test session starts =================================
+   platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+   cachedir: .pytest_cache
+   rootdir: /home/user/pytest-example, inifile:
+   collected 1 item
+
+   example.py::test_add FAILED
+
+   ================================================================= FAILURES =======================================
+   _________________________________________________________________ test_add _______________________________________
+
+       def test_add():
+   >       assert add(2, 3) == 5
+   E       assert -1 == 5
+   E         --1
+   E         +5
+
+   example.py:6: AssertionError
+   ========================================================= 1 failed in 0.05 seconds ==============
+   ```
+   Notice how pytest is smart and includes context: lines that failed,
+   values of the relevant variables.
+
+````
+
+````{challenge} (optional) Local-2: Create a test that considers numerical tolerance (10 min)
+Let's see an example where the test has to be more clever in order to
+avoid false negative.
+
+In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also ["What Every Programmer Should Know About Floating-Point Arithmetic"](https://floating-point-gui.de/)).
+
+The following test will fail and this might be surprising. Try it out:
+   ```python
+   def add(a, b):
+       return a + b
+
+
+   def test_add():
+       assert add(0.1, 0.2) == 0.3
+   ```
+
+Your goal: find a more robust way to test this addition.
+````
+
+````{solution} Solution: Local-2
+One solution is to use
+[pytest.approx](https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx):
+```python
+from pytest import approx
+
+def add(a, b):
+    return a + b
+
+def test_add():
+    assert add(0.1, 0.2) == approx(0.3)
+```
+
+But maybe you didn't know about
+[pytest.approx](https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx):
+and did this instead:
+```python
+def test_add():
+    result = add(0.1, 0.2)
+    assert abs(result - 0.3) < 1.0e-7
+```
+This is OK but the `1.0e-7` can be a bit arbitrary.
+````
+
+---
+
+```{keypoints}
+- pytest collects and runs all test functions starting with
+  `test_`. If run on a directory, it collects all files matching `test_*.py`
+- Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via `iso_c_binding`).
+```
diff --git a/_sources/quick-reference.md.txt b/_sources/quick-reference.md.txt
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+# Quick Reference
+
+## Available tools
+
+### Unit test frameworks
+
+A **test framework** makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.
+
+- Python
+    - [pytest](pytest-ref)
+    - [nose](http://nose.readthedocs.io)
+    - [doctest](https://docs.python.org/2/library/doctest.html)
+    - [unittest](https://docs.python.org/2/library/unittest.html)
+
+- R
+    - [testthat](testthat)
+
+- Julia
+    - [Test](test)
+
+- Matlab
+    - [Class-Based Unit Tests](https://www.mathworks.com/help/matlab/class-based-unit-tests.html)
+
+- C(++)
+    - [Google Test](google-test)
+    - [Catch2](catch2)
+    - [cppunit](https://freedesktop.org/wiki/Software/cppunit/)
+    - [Boost.Test](boost-test)
+    - [UnitTest++](http://unittest-cpp.github.io)
+
+- Fortran
+    - [pFUnit](pfunit)
+    - [FRUIT](https://sourceforge.net/projects/fortranxunit/)
+    - [Ftunit](http://flibs.sourceforge.net/ftnunit.html)
+
+---
+
+(pytest-ref)=
+
+### pytest_
+
+- Python
+- <http://doc.pytest.org>
+- Installable via Conda or pip.
+- Easy to use: Prefix a function with `test_` and the test runner will execute it.
+  No need to subclass anything.
+
+```python
+def get_word_lengths(s):
+    """
+    Returns a list of integers representing
+    the word lengths in string s.
+    """
+    return [len(w) for w in s.split()]
+
+def test_get_word_lengths():
+    text = "Three tomatoes are walking down the street"
+    assert get_word_lengths(text) == [5, 8, 3, 7, 4, 3, 6]
+```
+
+- [Example output](https://travis-ci.org/bast/pytest-demo/builds/104182942)
+- [Example project](https://github.com/bast/pytest-demo)
+
+---
+
+(testthat)=
+
+### testthat
+
+- R
+- <https://github.com/r-lib/testthat>
+- Easily installed from CRAN with `install.packages("testthat")`, or from GitHub with `devtools::install_github("r-lib/testthat")`
+- Use in package development with `usethis::use_testthat()`
+- Add a new test file with `usethis::use_test("test-name")`, e.g.:
+
+  ```r
+  # tests/testthat/test_example.R
+  # file added by running `usethis::use_test("example")`
+
+  context("Arithmetics")
+  library("mypackage")
+
+  test_that("square root function works", {
+    expect_equal(my_sqrt(4), 2)
+    expect_warning(my_sqrt(-4))
+  })
+  ```
+
+  Tests consist of one or more _expectations_, and multiple tests can be grouped together in one test file.
+  Test files are put in the directory `tests/testthat/`, and their file names are prefixed with `test_`.
+
+- Run all tests in package with `devtools::test()` (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):
+
+  ```
+  > devtools::test()
+  Loading mypackage
+  Testing mypackage
+  ✔ |  OK F W S | Context
+  ✔ |   2       | Arithmetics
+
+  ══ Results ═════════════════════════════════════════════════════════════════════
+  OK:       2
+  Failed:   0
+  Warnings: 0
+  Skipped:  0
+  ```
+
+
+More information in the [Testing chapter](http://r-pkgs.had.co.nz/tests.html) of the book [R Packages](http://r-pkgs.had.co.nz) by Hadley Wickham.
+
+---
+
+(test)=
+
+### Test
+
+- Julia
+- - [Documentation](https://docs.julialang.org/en/v1/stdlib/Test/)
+- Part of the standard library
+- Provides simple unit testing functionality with
+  `@test` and `@test_throws` macros:
+
+```julia
+julia> using Test
+
+julia> @test [1, 2] + [2, 1] == [3, 3]
+Test Passed
+
+# approximate comparisons:
+julia> @test π ≈ 3.14 atol=0.01
+Test Passed
+
+# Tests that an expression throws exception:
+julia> @test_throws BoundsError [1, 2, 3][4]
+Test Passed
+      Thrown: BoundsError
+
+julia> @test_throws DimensionMismatch [1, 2, 3] + [1, 2]
+Test Passed
+      Thrown: DimensionMismatch
+```
+
+- Grouping related tests with the `@testset` macro:
+
+```julia
+using Test
+
+function get_word_lengths(s::String)
+    return [length(w) for w in split(s)]
+end
+
+@testset "Testing get_word_length()" begin
+    text = "Three tomatoes are walking down the street"
+    @test get_word_lengths(text) == [5, 8, 3, 7, 4, 3, 6]
+    number = 123
+    @test_throws MethodError get_word_lengths(number)
+end
+```
+
+---
+
+(catch2)=
+
+### Catch2
+
+- C++
+- [Project page with installation instructions](https://github.com/catchorg/Catch2)
+- Widely used
+- Header-only
+- Very rich in functionality
+- Well-integrated with CMake
+
+```cpp
+#include <catch2/catch.hpp>
+
+#include "example.h"
+
+using namespace Catch::literals;
+
+TEST_CASE("Use the example library to add numbers", "[add]") {
+  auto res = add_numbers(1.0, 2.0);
+  REQUIRE(res == 3.0_a);
+}
+```
+
+- [Example output](https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true)
+- [Example project](https://github.com/ENCCS/catch2-demo)
+
+---
+
+(google-test)=
+
+### Google Test
+
+- C++
+- [Documentation](https://google.github.io/googletest/)
+- Widely used
+- Very rich in functionality
+- Well-integrated with CMake
+
+```cpp
+#include <gtest/gtest.h>
+
+#include "example.h"
+
+TEST(example, add) {
+  double res;
+  res = add_numbers(1.0, 2.0);
+  ASSERT_NEAR(res, 3.0, 1.0e-11);
+}
+```
+
+- [Example output](https://travis-ci.org/bast/gtest-demo/builds/104190982)
+- [Example project](https://github.com/bast/gtest-demo)
+
+---
+
+(boost-test)=
+
+### Boost.Test
+
+- C++
+- [Documentation](https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html)
+- Very rich in functionality
+- Header-only use possible
+
+```cpp
+#include <boost/test/unit_test.hpp>
+
+#include "example.h"
+
+BOOST_AUTO_TEST_CASE( add )
+{
+  auto res = add_numbers(1.0, 2.0);
+  BOOST_TEST(res == 3.0);
+}
+```
+
+- [Example output](https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true)
+- [Example project](https://github.com/ENCCS/boost-test-demo)
+
+---
+
+(pfunit)=
+
+### pFUnit
+
+- Fortran
+- [Documentation and installation](https://github.com/Goddard-Fortran-Ecosystem/pFUnit)
+- Very rich in functionality
+- Requires modern Fortran compilers (uses F2003 standard)
+
+```
+@test
+subroutine test_add_numbers()
+
+   use hello
+   use pfunit_mod
+
+   implicit none
+
+   real(8) :: res
+
+   call add_numbers(1.0d0, 2.0d0, res)
+   @assertEqual(res, 3.0d0)
+
+end subroutine
+```
+
+- [Example installation instructions](./code/fortran/build_pFUnit)
+
+To test the `factorial` and `fizzbuzz` functions from the [test-design
+exercises](./test-design), use this `CMakeLists.txt` file:
+```{literalinclude} code/fortran/CMakeLists.txt
+:language: cmake
+```
+
+You can then compile using this script:
+```{literalinclude} code/fortran/build_with_cmake_and_run.sh
+:language: bash
+```
+
+- [Example output](https://travis-ci.org/bast/pfunit-demo/builds/104193675)
+- [Example project](https://github.com/bast/pfunit-demo)
+
+---
+
+### Services to deploy testing and coverage
+
+Each of these are web services to handle testing, free for open source
+projects.
+
+- [GitHub Actions](https://github.com/features/actions) (we will
+  demonstrate in next episode)
+- [GitLab CI](https://about.gitlab.com/features/gitlab-ci-cd/)
+  (we will demonstrate in next episode)
+- [Azure Pipelines](https://azure.microsoft.com/en-us/services/devops/pipelines/)
+- [Coveralls](https://coveralls.io)
+- [Codecov](https://codecov.io)
+
+---
+
+## Good resources
+
+- [Getting Started With Testing in Python](https://realpython.com/python-testing/)
+- [Introductions to Python Testing Frameworks](http://pythontesting.net/start-here/)
+
+
+```{keypoints}
+- Testing is a basic requirement of any possible language
+- There are various tools for any language you may use
+- There are free web services for open source
+```
diff --git a/_sources/test-design.md.txt b/_sources/test-design.md.txt
new file mode 100644
index 0000000..81270c3
--- /dev/null
+++ b/_sources/test-design.md.txt
@@ -0,0 +1,777 @@
+# Test design
+
+```{questions}
+- How can different types of functions and classes be tested?
+- How can the integrity of a complete program be monitored over time?
+- How can functions that involve random numbers be tested?
+```
+
+In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.
+
+```{discussion} Exercise instructions
+**For the instructor**
+- First motivate and give a quick tour of all exercises below (10 minutes).
+- Emphasize that the focus of this episode is *design*. It is OK to only discuss in groups and not write code.
+
+**During exercise session**
+- Choose the exercise which interests you most. There are many more exercises than we would have time for.
+- Discuss what testing framework can be used to implement the test.
+- Keep notes, questions, and answers in the collaborative document.
+
+**Once we return to stream**
+- Discussion about experiences learned.
+```
+
+`````{callout} Language-specific instructions
+  ````{tabs}
+    ```{group-tab} Python
+
+    The suggested solutions below use pytest. Further information can
+    be found in the [Quick Reference](pytest-ref).
+    ```
+
+    ```{group-tab} C++
+
+    The suggested solutions below use Catch2. Further information can
+    be found in the [Quick Reference](catch2).
+    ```
+
+   ```{group-tab} R
+
+    The suggested solutions below use testthat. Further information can
+    be found in the [Quick Reference](testthat).
+    ```
+
+    ```{group-tab} Julia
+
+    The suggested solutions below use Test. Further information can
+    be found in the [Quick Reference](test).
+    ```
+
+    ```{group-tab} Fortran
+
+    The suggested solutions below use pFUnit. Further information on how to install
+    pFUnit and set up tests can
+    be found in the [Quick Reference](pfunit).
+    ```
+  ````
+`````
+
+## Pure and impure functions
+
+Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.
+
+```````{exercise} Design-1: Design a test for a function that receives a number and returns a number
+  `````{tabs}
+    ````{group-tab} Python
+
+      ```{literalinclude} code/python/factorial.py
+      :language: python
+      ```
+    ````
+
+    ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/factorial.cpp
+      :language: C++
+      ```
+    ````
+
+    ````{group-tab} R
+
+      ```{literalinclude} code/R/factorial.R
+      :language: R
+      ```
+    ````
+
+    ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/factorial.jl
+      :language: julia
+      ```
+    ````
+
+    ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/factorial.f90
+      :language: fortran
+      ```
+
+    ````
+    Discussion point: The factorial grows very rapidly. What happens if you
+    pass a large number as argument to the function?
+   `````
+
+``````{solution}
+This is a **pure function** so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.
+
+`````{tabs}
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/factorial_sol.py
+      :language: python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/factorial_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/factorial_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/factorial_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/test_factorial.pf
+      ```
+   ````
+`````
+   Notes on the discussion point: Programming languages differ in the way they deal with integer
+   overflow. Python automatically converts to the necessary `long` type, in Julia you would
+   observe a "wrap-around", in C/C++ you get undefined behaviour for signed integers.
+   Testing for overflow likewise depends on the language.
+``````
+```````
+
+```````{exercise} Design-2: Design a test for a function that receives two strings and returns a number
+`````{tabs}
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_string.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_string.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_string.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_string.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_string.f90
+      :language: fortran
+      ```
+   ````
+  `````
+
+``````{solution}
+This is again a **pure function** but uses strings.  Use a similar strategy
+to the above.
+
+`````{tabs}
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_string_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_string_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_string_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_string_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_string_sol.f90
+      :language: fortran
+      ```
+   ````
+
+``````
+```````
+
+```````{exercise} Design-3: Design a test for a function which reads a file and returns a number
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_file.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_file.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_file.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_file.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_file.f90
+      :language: fortran
+      ```
+   ````
+  `````
+
+``````{solution}
+In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_file_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_file_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_file_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_file_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_file_sol.f90
+      :language: fortran
+      ```
+   ````
+
+`````
+``````
+```````
+
+```````{exercise} Design-4: Design a test for a function with an external dependency
+This one is not easy to test because the function has an external dependency.
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/reactor_temperature.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/reactor_temperature.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/reactor_temperature.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/reactor_temperature.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/reactor_temperature.f90
+      :language: fortran
+      ```
+   ````
+`````
+
+``````{solution}
+This function depends on the value of
+`reactor.max_temperature` so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+`max_temperature`, and test it with different values.  [Monkey
+patching](https://en.wikipedia.org/wiki/Monkey_patch) is the concept
+of artificially changing some other value.
+
+A better solution would probably be to rewrite the function.
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/reactor_temperature_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/reactor_temperature_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/reactor_temperature_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/reactor_temperature_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/reactor_temperature_sol.f90
+      :language: fortran
+      ```
+   ````
+`````
+``````
+```````
+
+```````{exercise} Design-5: Design a test for a method of a mutable class
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/Pet.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/Pet.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/Pet.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/Pet.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/Pet.f90
+      :language: fortran
+      ```
+   ````
+`````
+
+``````{solution}
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/Pet_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/Pet_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/Pet_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/Pet_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/Pet_sol.f90
+      :language: fortran
+      ```
+   ````
+`````
+``````
+```````
+
+
+## Test-driven development
+
+```````{exercise} Design-6: Experience test-driven development
+
+Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on [FizzBuzz](https://en.wikipedia.org/wiki/Fizz_buzz) - i.e.
+a function that:
+- takes an integer argument
+- for arguments that are multiples of three, returns "Fizz"
+- for arguments that are multiples of five, returns "Buzz"
+- for arguments that are multiples of both three and five, returns "FizzBuzz"
+- fails in case of non-integer arguments or integer arguments 0 or negative
+- otherwise returns the integer itself
+
+When writing the tests, consider the different ways that the function could
+and should fail.
+
+After you have written the tests, implement the function and run the tests
+until they pass.
+
+``````{solution}
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/fizzbuzz.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/fizzbuzz.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/fizzbuzz.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/fizzbuzz.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/fizzbuzz.f90
+      :language: fortran
+      ```
+      ```{literalinclude} code/fortran/test_fizzbuzz.pf
+      ```
+   ````
+   `````
+``````
+```````
+
+
+## Testing randomness
+
+How would you test functions which generate random numbers
+according to some distribution/statistics?
+
+Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:
+- For unit tests we can use fixed random seeds.
+- Try to test whether your results follow the expected
+  distribution/statistics.
+- When you verify your code "by eye", what are you looking at? Now try
+  to express that in a script.
+
+
+```````{exercise} Design-7: Write two different types of tests for randomness
+   Consider the code below which simulates playing
+   [Yahtzee](https://en.wikipedia.org/wiki/Yahtzee) by using
+   random numbers. How would you go about testing it?
+
+   Try to write two types of tests:
+   - a *unit test* for the `roll_dice` function. Since it uses
+     random numbers, you will need to **set the random seed**,
+     pre-calculate what sequence of dice throws you get with that seed,
+     and use that in your test.
+   - a test of the `yahtzee` function which considers the statistical
+     probability of obtaining a "Yahtzee" (5 dice with the same value
+     after three throws), which is around 4.6%. This test will be
+     an *integration test* since it tests multiple functions including the
+     random number generator itself.
+
+
+   `````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/yahtzee.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/yahtzee.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/yahtzee.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/yahtzee.jl
+      :language: julia
+      ```
+   ````
+
+   `````
+
+``````{solution}
+   `````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/yahtzee_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/yahtzee_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/yahtzee_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/yahtzee_sol.jl
+      :language: julia
+      ```
+   ````
+   `````
+``````
+```````
+
+
+## Designing an end-to-end test
+
+In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.
+
+````{exercise} Design-8: Design (but not write) an end-to-end test for the uniq program
+To have a tangible example, let us consider the `uniq` command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind `uniq` has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as "black box".
+
+If we have a file called `repetitive-text.txt` containing:
+```
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+another line
+another line
+another line
+another line
+intermission
+more repetition
+more repetition
+more repetition
+more repetition
+more repetition
+(all together now) all together now
+(all together now) all together now
+```
+
+... then feeding this input file to `uniq` like this:
+```
+$ uniq < repetitive-text.txt
+```
+
+... will produce the following output with repetitions removed:
+```
+(all together now) all together now
+another line
+intermission
+more repetition
+(all together now) all together now
+```
+
+How would you write an end-to-end test for `uniq`?
+````
+
+````{exercise} Design-9: More end-to-end testing
+- Now imagine a code which reads numbers and produces some (floating
+  point) numbers. How would you test that?
+- How would you test a code end-to-end which produces images?
+````
+
+`````{exercise} Design-10: Create an actual end-to-end test
+Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)
+
+We'll use the word-count example repository
+<https://github.com/coderefinery/word-count>.
+
+As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):
+
+```console
+$ python3 statistics/count.py data/abyss.txt
+```
+
+Your goal is to make a test that can run this and let you know if it's
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: `the
+4044` and `and 2807`.
+
+Python hint:
+[subprocess.check_output](https://docs.python.org/3/library/subprocess.html#subprocess.check_output)
+will run a command and return its output as a string.
+
+Bash hint: `COMMAND | grep "PATTERN"` ("pipe to grep") will be true if
+the pattern is in the command.
+
+````{solution}
+There are two solutions in the repository already, in the `tests/`
+dierectory <https://github.com/coderefinery/word-count>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.
+
+The shell one works with shell and prints a bit more output:
+
+```console
+$ sh tests/end-to-end-shell.sh
+the 4044
+Success: 'the' found correct number of times
+and 2807
+Success: 'and' found correct number of times
+Success
+```
+
+The Python one:
+```console
+$ python3 tests/end-to-end-python.py
+Success
+```
+````
+`````
+
+```{keypoints}
+- Pure functions (these are functions without side-effects) are easiest to test.
+  And also easiest to reuse in another code project since they don't depend on
+  any side-effects.
+- Classes can be tested but it's somewhat more elaborate.
+```
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..30fee9d
--- /dev/null
+++ b/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2023 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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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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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
Binary files /dev/null and b/_static/css/fonts/Roboto-Slab-Bold.woff differ
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
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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
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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
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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..d06a71d
--- /dev/null
+++ b/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2023 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..250f566
--- /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 2007-2023 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, is 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 */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.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..7918c3f
--- /dev/null
+++ b/_static/searchtools.js
@@ -0,0 +1,574 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 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)
+          );
+        // 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.`
+    );
+};
+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);
+};
+
+/**
+ * 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) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you 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);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    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;
+
+    // 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]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            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] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((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;
+    });
+
+    // 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;
+    }, []);
+
+    results = results.reverse();
+
+    // 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);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], 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.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [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) => {
+    const text = Search.htmlToText(htmlText);
+    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/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"];
+      }
+    });
+  });
+}
diff --git a/branch/main/.buildinfo b/branch/main/.buildinfo
new file mode 100644
index 0000000..0fd9871
--- /dev/null
+++ b/branch/main/.buildinfo
@@ -0,0 +1,4 @@
+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: f3b4ac9a51841a3e5573ae4e92c33070
+tags: d77d1c0d9ca2f4c8421862c7c5a0d620
diff --git a/branch/main/.nojekyll b/branch/main/.nojekyll
new file mode 100644
index 0000000..e69de29
diff --git a/branch/main/_images/gh_action_commit.png b/branch/main/_images/gh_action_commit.png
new file mode 100644
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diff --git a/branch/main/_sources/code/fortran/build_pFUnit.md.txt b/branch/main/_sources/code/fortran/build_pFUnit.md.txt
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@@ -0,0 +1,107 @@
+---
+orphan: true
+---
+
+# Example installation of pFUnit and pFUnit_demos
+
+## Set up the environment
+
+Installing pFUnit requires Git, a Fortran compiler and CMake.
+
+### On a cluster
+
+On an HPC cluster you might need to add a few environment modules. For
+example, on [Tetralith](https://www.nsc.liu.se/systems/tetralith/) you
+would do:
+
+```bash
+module add git/2.19.3-nsc1-gcc-system
+module add CMake/3.16.4-nsc1
+export FC=/software/sse/manual/mpprun/4.1.3/nsc-wrappers/ifort
+```
+
+### On own computer
+
+If you don't have [CMake](https://cmake.org/) or a Fortran compiler
+installed yet, one option is to install them into a conda environment
+by first saving the following into a file `environment.yml`:
+
+```yaml
+name: compilers
+channels:
+  - conda-forge
+dependencies:
+  - cmake
+  - compilers
+```
+
+followed by installing the packages into a new environment:
+```bash
+conda env create -f environment.yml
+```
+and finally activating the environment:
+```bash
+conda activate compilers
+```
+
+For good measure, set the `FC` variable to point to your
+Fortran compiler (adjust path as needed):
+```bash
+export FC=$HOME/miniconda3/envs/compilers/bin/gfortran
+```
+
+## Clone the pFUnit repository
+
+```bash
+git clone --recursive git@github.com:Goddard-Fortran-Ecosystem/pFUnit.git
+cd pFUnit
+```
+
+## Configure with Cmake
+
+```bash
+mkdir build
+cd build
+cmake ..
+```
+
+## Build and install
+
+The following will install pFUnit into a directory `installed` under
+the `build` directory.
+
+```bash
+make tests
+make install
+```
+
+## Compiling with pFUnit
+
+When compiling with pFUnit, set:
+```bash
+export PFUNIT_DIR=$HOME/path/to/pFUnit/build/installed
+```
+
+and run CMake with `-DCMAKE_PREFIX_PATH=$PFUNIT_DIR`.
+
+
+## Clone the pFUnit_demos repository
+
+This is for testing and learning purposes.
+
+```bash
+git clone git@github.com:Goddard-Fortran-Ecosystem/pFUnit_demos.git
+```
+
+### Try out the Trivial, Basic, and MPI examples
+
+```bash
+cd pFUnit_demos
+export PFUNIT_DIR=~pFUnit/build/installed/PFUNIT-4.2
+cd Trivial
+./build_with_cmake_and_run.x
+cd ../Basic
+./build_with_cmake_and_run.x
+cd ../MPI
+./build_with_cmake_and_run.x
+´´´
diff --git a/branch/main/_sources/concepts.md.txt b/branch/main/_sources/concepts.md.txt
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@@ -0,0 +1,5 @@
+---
+orphan: true
+---
+
+This page has been merged with [Motivation](motivation)
diff --git a/branch/main/_sources/conclusions.md.txt b/branch/main/_sources/conclusions.md.txt
new file mode 100644
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@@ -0,0 +1,39 @@
+# Conclusions and recommendations
+
+## The basics
+
+- Learn one test framework well enough for basics
+  - Explore and use the good tools that exist out there
+  - An incomplete list of testing frameworks can be found in the [Quick Reference](quick-reference)
+- Start with some basics
+  - Some simple thing that test all parts
+- Automate tests
+  - Faster feedback and reduce the number of surprises
+
+
+## Going more in-depth
+
+- Strike a healthy balance between unit tests and integration tests
+- As the code gets larger and the chance of undetected bugs
+  increases, tests should increase
+- When adding new functionality, also add tests
+- When you discover and fix a bug, also commit a test against this bug
+- Use code coverage analysis to identify untested or unused code
+- If you make your code easier to test, it becomes more modular
+
+
+## Ways to get started
+
+You probably won't do everything perfectly when you start off... But
+what are some of the easy starting points?
+
+- Do you have some single functions that are easy to test, but hard to
+  verify just by looking at them?  Add unit tests.
+
+- Do you have data analysis or simulation of some sort?  Make an
+  end-to-end test with sample data, or sample parameters.  This is
+  useful as an example anyway.
+
+- A local testing framework + GitHub actions is very easy!  And works
+  well in the background - you do whatever you want and get an email
+  if you break things.  It's actually pretty freeing.
diff --git a/branch/main/_sources/continuous-integration.md.txt b/branch/main/_sources/continuous-integration.md.txt
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@@ -0,0 +1,592 @@
+# Automated testing
+
+```{questions}
+- How can we implement automatic testing each time we push changes to the repository?
+- Why is it good to autoclose issues with commit messages?
+```
+
+## Continuous integration
+
+We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.
+
+This exercise can be run in "collaborative mode" by following instead the instructions
+in [Full-cycle collaborative workflow](./full-cycle-ci). In the collaborative version steps
+C-D below are performed by a collaborator.
+
+
+```{challenge} Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab
+
+In this exercise, we will:
+
+- **A.** Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)
+- **B.** Set up tests with GitHub Actions/ GitLab CI
+- **C.** Find a bug in our repository and open an issue to report it
+- **D.** Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)
+- **E.** Merge the pull/merge request and see how the issue is automatically closed.
+- **F.** Create a test to increase the code coverage of our tests.
+```
+
+### Prerequisites
+
+If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+[this git-refresher material](https://coderefinery.github.io/git-refresher/).
+If you are new to pull requests / merge requests, you can learn all about them
+in the [Collaborative Git lesson](https://coderefinery.github.io/git-collaborative/).
+
+
+### Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo
+
+#### Create a new repository
+
+- Begin by creating a repository called (for example) *example-ci*.
+- **Before** you create the repository, select **"Initialize this repository
+  with a README"** (otherwise you try to clone an empty repo).
+- Clone the repository (`git clone git@github.com:<yourGitID>/example-ci.git`).
+- Add the following files and code
+
+`````{tabs}
+   ````{group-tab} Python
+      Add a file `functions.py` containing:
+
+      ```python
+      def add(a, b):
+          return a + b
+
+      def subtract(a, b):
+          return a + b  # <--- fix this in step 7
+
+      def multiply(a, b):
+          return a * b
+
+      def convert_fahrenheit_to_celsius(fahrenheit):
+          return multiply(subtract(fahrenheit, 32), 9 / 5) # <-- Fix this in step 7
+      ```
+      and a file `test_functions.py` containing:
+
+      ```python
+
+      from functions import add, subtract, multiply
+      from functions import convert_fahrenheit_to_celsius as f2c
+      import pytest
+
+      def test_add():
+          assert add(2, 3) == 5
+          assert add('space', 'ship') == 'spaceship'
+
+      # uncomment the following test in step 5
+      #def test_subtract():
+      #    assert subtract(2, 3) == -1
+
+      # uncomment the following test in step 11
+      # def test_convert_fahrenheit_to_celsius():
+      #    assert f2c(32) == 0
+      #    assert f2c(122) == pytest.approx(50)
+      #    with pytest.raises(AssertionError):
+      #        f2c(-600)
+
+      ```
+      Finally, stage the files (`git add <filename>`), commit (`git commit -m "some commit message"`),
+      and push the changes (`git push origin main`).
+
+   ````
+   ````{group-tab} R
+      - Make a folder ``rtestingexample``
+      - In that folder create a file ``DESCRIPTION`` with the following contents:
+        ```
+        Package: rtestingexample
+        Title: Testing package for R and github actions
+        Version: 0.0.0.9000
+        Authors@R:
+            person("Your", "Name", , "none@example.com", role = c("aut", "cre"),
+                  )
+        Author: Your Name
+        Maintainer: Your Name <none@example.com>
+        Description: Just a few functions that are being tested.
+        License: MIT
+        Encoding: UTF-8
+        Depends: testthat
+        Roxygen: list(markdown = TRUE)
+        RoxygenNote: 7.2.3
+        ```
+      - In that folder create a file ``NAMESPACE`` with the following content:
+        ```
+        # Default NAMESPACE created by R
+        # Remove the previous line if you edit this file
+
+        # Export all names
+        exportPattern(".")
+
+        # Import all packages listed as Imports or Depends
+        import(
+        testthat
+        )
+        ```
+      - create a subfolder `R` (this will contain all functions of the package)
+      - in the `R` folder create a file `functions.R`with the following content:
+        ```R
+        add <- function(a,b){
+            return(a + b);
+        }
+
+        subtract <- function(a,b){
+            return(a - b);
+        }
+
+        multiply <- function(a,b){
+            return(a * b);
+        }
+
+        convert_fahrenheit_to_celsius <- function(fahrenheit){
+            C_temp <- multiply(subtract(fahrenheit,32),5/9);
+            return(C_temp);
+        }
+        ```
+      - create a subfolder `tests`
+      - in `tests` create a folder `testthat` and a file `testthat.R` with the following content:
+        ```R
+        # This file is part of the standard setup for testthat.
+        # It is recommended that you do not modify it.
+        #
+        # Where should you do additional test configuration?
+        # Learn more about the roles of various files in:
+        # * https://r-pkgs.org/tests.html
+        # * https://testthat.r-lib.org/reference/test_package.html#special-files
+
+        library(testthat)
+        library(rtestingexample)
+
+        test_check("rtestingexample")
+        ```
+      - in the `testthat` folder create a file `test-functions.R` with the following content:
+        ```R
+
+        test_that(desc = "Add", code = {
+          c <- add(2,3);   # Runs the function
+
+          # Test that the result is the correct value
+          expect_equal(c,5);
+
+          # Test that the result is numeric
+          expect_true(is.numeric(c));
+        })
+
+        # uncomment the following test in step 11
+        #test_that(desc = "Fahrenheit to Celsius", code = {
+        #
+        #  temp_C <- convert_fahrenheit_to_celsius(50);
+        #  expect_equal(temp_C,10);
+        #  expect_true(is.numeric(temp_C));
+        #})
+
+        # uncomment the following test in step 5
+        #test_that(desc = "Subtract", code = {
+        #  c <- subtract(3,2);
+        #  expect_equal(c,1);
+        #  expect_true(is.numeric(c));
+        #})
+
+   ````
+`````
+
+
+
+#### Fork and clone an existing example repository
+
+- Fork the example repo. There are two options one for [python](https://github.com/AaltoRSE/PyTestingExample) and one for [R](https://github.com/AaltoRSE/RTestingExample).
+- Clone your fork (`git clone git@github.com:<yourGitID>/<Py/R>TestingExample.git`).
+
+
+
+### Step 2: Run tests locally
+`````{tabs}
+  ````{group-tab} Python
+  You can now run your tests locally with
+  ```
+  pytest
+  ```
+  ````
+  ````{group-tab} R
+  You can now run your tests (and a complete check of this package) locally by running:
+  ```
+  Rscript -e 'testthat::test_local()'`
+  ```
+> **_NOTE:_** You might need to install the testthat package before you can run the command above ( in R `install.packages("testthat")`)
+`````
+
+
+
+### Step 3: Enable automated testing
+
+`````{tabs}
+  ````{group-tab} GitHub-Python
+
+  In this step we will enable GitHub Actions.
+  Select "Actions" from your GitHub repository page. You get to a page
+  "Get started with GitHub Actions". Select the button for "Configure"
+  under Python Application:
+
+  ```{figure} img/python_application.png
+  :alt: Selecting a Python workflow
+
+  Select "Python application" as the starter workflow.
+  ```
+
+  GitHub creates the following file for you in the subfolder `.github/workflows`.
+  Modify the highlited lines according to the action below. This will add a code coverage
+  report to new pull requests. The if clause restricts this to pull requests, as otherwise
+  this action would not have a target to write the reports to. On pushes only the unittesting is run.
+
+  ```{code-block} yaml
+  ---
+  emphasize-lines: 16,29,39-45
+  ---
+  # This workflow will install Python dependencies, run tests and lint with a variety of Python versions
+  # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
+
+  name: Python package
+
+  on:
+    push:
+      branches: [ "main" ]
+    pull_request:
+      branches: [ "main" ]
+
+  jobs:
+    build:
+      permissions:
+        contents: read
+        pull-requests: write
+
+      runs-on: ubuntu-latest
+
+      steps:
+      - uses: actions/checkout@v3
+      - name: Set up Python 3.10
+        uses: actions/setup-python@v3
+        with:
+          python-version: "3.10"
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install flake8 pytest pytest-cov
+          if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+      - name: Lint with flake8
+        run: |
+          # stop the build if there are Python syntax errors or undefined names
+          flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+          # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+          flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+      - name: Test with pytest and calculate coverage
+        run: |
+          pytest --cov-report "xml:coverage.xml"  --cov=.
+      - name: Create Coverage
+        if: ${{ github.event_name == 'pull_request' }}
+        uses: orgoro/coverage@v3
+        with:
+            coverageFile: coverage.xml
+            token: ${{ secrets.GITHUB_TOKEN }}
+  ```
+
+  Commit the change by pressing the "Start Commit" button:
+
+  ```{figure} img/gh_action_commit.png
+  :alt: Committing the change
+
+  Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+  ```
+  ````
+
+  ````{group-tab} GitLab-Python
+
+  In this step we will enable GitLab CI.
+  Select "CI/CD" from your Gitlab sidebar of the project. You get to a page
+  "Editor". (Instead you can also click on "Add CI/CD" on the main page or just add a `.gitlab-ci.yml` file the result is identical.
+
+  Copy the following code snippet into the file. Gitlab will save it as `.gitlab-ci.yml`.
+  Add `pytest test_functions.py` to the last line (highlighted):
+
+  ```{code-block} yaml
+  ---
+  emphasize-lines: 22
+  ---
+  # This workflow will install Python dependencies, run tests and lint with a single version of Python
+  # For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml
+
+  image: python:latest
+  stages:
+    - linting
+    - test
+  before_script:
+    - cat /proc/version #print out operations system
+    - python -V  # Print out python version for debugging
+    - pip install pytest flake8
+    - if [ -f requirements.txt ]; then pip install -r requirements.txt;fi
+
+  linting:
+    stage: linting
+    script:
+      - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+      - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+  test:
+    stage: test
+    script:
+      - pytest
+
+  ```
+
+  Commit the change by pressing the "Commit changes" button:
+
+  ```{figure} img/gl_action_commit.png
+  :alt: Committing the change
+  :width: 400px
+
+  Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.
+  ```
+  ````
+
+  ````{group-tab} GitHub-R
+
+  In this step we will enable GitHub Actions.
+  Select "Actions" from your GitHub repository page. You get to a page
+  "Get started with GitHub Actions". Unfortunately, as of the creation of this lecture, the default "R package action"
+  that is suggested by github is quite complex and not really fit for our purpose. Instead we will create our own
+  workflow as detailed below.
+  So first click on the " set up a workflow yourself" link above the "Search workflows" field.
+
+  GitHub creates a "main.yml" file that we can now modify as needed.
+
+  - First, replace the name by a more descriptive one (e.g. r_testing.yml)
+
+  - Then add the following code to the file:
+
+    ```{code-block} yaml
+    ---
+    emphasize-lines: 25-31,37
+    ---
+    # Workflow derived from https://github.com/r-lib/actions/tree/v2/examples
+    # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
+    on:
+      push:
+        branches: [main]
+      pull_request:
+        branches: [main]
+
+    name: test-coverage
+
+    jobs:
+      test-coverage:
+        runs-on: ubuntu-latest
+        env:
+          GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+        name: R
+        steps:
+          - uses: actions/checkout@v3
+          - name: Setup R
+            uses: r-lib/actions/setup-r@v2
+            with:
+              use-public-rspm: true
+          - uses: r-lib/actions/setup-r-dependencies@v2
+            with:
+              extra-packages: |
+                any::covr
+                any::rcmdcheck
+              needs: |
+                coverage
+                check
+              working-directory: 'rtestingexample'
+          - name: Test coverage
+            run: |
+              covr::codecov(
+                quiet = FALSE,
+                clean = FALSE,
+                path = "rtestingexample",
+                install_path = file.path(Sys.getenv("RUNNER_TEMP"), "package")
+              )
+            shell: Rscript {0}
+
+          - name: Show testthat output
+            if: always()
+            run: |
+              ## --------------------------------------------------------------------
+              find ${{ runner.temp }}/package -name 'testthat.Rout*' -exec cat '{}' \; || true
+            shell: bash
+
+          - name: Upload test results
+            if: failure()
+            uses: actions/upload-artifact@v3
+            with:
+              name: coverage-test-failures
+              path: ${{ runner.temp }}/package
+    ```
+    The action is a modified version of the action generated by [covr](https://covr.r-lib.org/) using the `usethis::use_github_action("test-coverage")` command.
+    It is built up from several actions provided by the [r-lib project](https://github.com/r-lib/actions), along with the test/coverage commands.
+
+
+
+  Commit the change by pressing the "Start Commit" button:
+
+  ```{figure} img/gh_action_commit.png
+  :alt: Committing the change
+
+  Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+  ```
+  ````
+
+
+`````
+
+
+### Step 4: Verify that tests have been automatically run
+
+`````{tabs}
+   ````{group-tab} GitHub-Python
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+
+   ````{group-tab} GitLab-Python
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a blue marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/gl_green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Pipelines" tab and look at the steps there and their output.
+   ````
+   ````{group-tab} GitHub-R
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+`````
+
+
+### Step 5: Add a test which reveals a problem
+
+After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:
+
+```console
+$ git pull origin main
+```
+
+Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called `main` and not perhaps `master`.
+
+Next uncomment the code in `test_functions.py` under "step 5", commit, and push.
+Verify that the test suite now fails on the "Actions" tab (GitHub)
+or the "CI/CD->Pipelines" tab (GitLab).
+
+
+### Step 6: Open an issue on GitHub/GitLab
+
+Open a new issue in your repository about the broken test (click the
+"Issues" button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.
+
+
+### Step 7: Fix the broken test
+
+Now fix the code **on a new branch**, you can call it `yourname/bugfix`.
+After you have fixed the code on the new branch, commit the following
+commit message `"restore function subtract; fixes #1"` (assuming that
+you try to fix issue number 1).
+
+```{callout} Shortcut
+
+   Here it's perfectly possible to take a shortcut and commit and push
+   directly to the main branch. If you do this, steps 8-9 below are skipped.
+   - When would you push directly to the main branch, and when would you send a
+   pull/merge request?
+```
+
+
+Then push to your repository.
+
+
+### Step 8: Open a pull request (GitHub)/ merge request (GitLab)
+
+Go back to the repository on GitHub or GitLab and open a pull/merge
+request. **In a collaborative setting, you could request a code
+review from collaborators at this stage.** Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.
+
+If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: `my pull/merge request
+title, closes #1`.
+
+
+### Step 9: Accept the pull/merge request
+
+Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).
+
+See also:
+- GitHub: [closing issues using keywords](https://help.github.com/articles/closing-issues-using-keywords/)
+- GitLab: [closing issues using keywords](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues)
+
+Discuss whether this is a useful feature. And if it is, why do you think is it useful?
+
+### Step 10: Increase your code coverage
+
+We are currently missing several functions in our tests. Write a test for the `multiply` function in a new branch and create a pull request.
+On python you can directly observe the increase in code coverage.
+On R you can have a look at the action (`Actions -> last run of your action -> Select a job -> Test coverage`). If you compare this with the
+previous run, you should see an increase once the update is in.
+
+### Step 11 (optional): Repeat steps 5-9 for the `convert_fahrenheit_to_celsius` function:
+
+Repetition helps learning, so let's do the testing again for our `convert_fahrenheit_to_celsius` function.
+Uncomment the test for the `convert_fahrenheit_to_celsius` function and repeat steps 5 to 9 fixing the bug this test exposes.
+
+
+### Discussion
+
+Finally, we discuss together about our experiences with this exercise.
+
+---
+
+## Where to go from here
+
+- This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages
+- This workflow is very useful for collaborators who work on the same code and it works both for
+  [centralized](https://coderefinery.github.io/git-collaborative/02-centralized/) and
+  [forking](https://coderefinery.github.io/git-collaborative/03-distributed/) workflows - have a look at this
+  [alternative exercise](./full-cycle-ci) to see how that works.
+- GitHub Actions has a [Marketpace](https://github.com/marketplace?type=actions) which offer wide range of automatic workflows
+- On GitLab use [GitLab CI](https://about.gitlab.com/product/continuous-integration/)
+- For Windows builds you can also use [Appveyor](https://www.appveyor.com)
+
+
+```{keypoints}
+- When fixing bugs or other problems reported in issues, use the issue
+  autoclosing mechanism when you send the pull/merge request.
+```
diff --git a/branch/main/_sources/exercises.rst.txt b/branch/main/_sources/exercises.rst.txt
new file mode 100644
index 0000000..d874855
--- /dev/null
+++ b/branch/main/_sources/exercises.rst.txt
@@ -0,0 +1,13 @@
+List of exercises
+=================
+
+Full list
+---------
+
+This is a list of all exercises and solutions in this lesson, mainly
+as a reference for helpers and instructors.  This list is
+automatically generated from all of the other pages in the lesson.
+Any single teaching event will probably cover only a subset of these,
+depending on their interests.
+
+.. exerciselist::
diff --git a/branch/main/_sources/full-cycle-ci.md.txt b/branch/main/_sources/full-cycle-ci.md.txt
new file mode 100644
index 0000000..871ec60
--- /dev/null
+++ b/branch/main/_sources/full-cycle-ci.md.txt
@@ -0,0 +1,347 @@
+# (Optional) Full-cycle collaborative workflow
+
+```{questions}
+- How can we implement automatic testing each time we push changes to the repository?
+- Why is it good to autoclose issues with commit messages?
+```
+
+
+## Exercise a full-cycle collaborative workflow
+
+This exercise is a collaborative version of the [Automated testing exercise](./continuous-integration).
+
+```{exercise} FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues
+This is an expanded version of the {doc}`automated testing demonstration <continuous-integration>`.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).
+
+The exercise takes 20-30 minutes.
+
+In this exercise, everybody will:
+
+**A.** Create a repository on GitHub/GitLab (everybody should use a **different repository name** for their repository)
+**B.** Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+**C.** Everybody will find a bug in their repository and open an issue in their repository
+**D.** Then each one will clone the repo of one of their exercise partners, fix the bug,
+  and open a pull request (GitHub)/ merge request (GitLab)
+**E.** Everybody then merges their co-worker's change
+```
+
+```{figure} img/testing_group_work.png
+:alt: Graph with exercise steps
+:width: 300px
+
+Overview of this exercise. Below we detail the steps.
+```
+
+### Prerequisites
+
+If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+[this git-refresher material](https://coderefinery.github.io/git-refresher/).
+
+
+### Step 1: Create a new repository on GitHub/GitLab
+
+- Select a **different repository name** than your colleagues (otherwise forking the same name will be strange)
+- **Before** you create the repository, select **"Initialize this repository
+  with a README"** (otherwise you try to clone an empty repo).
+- Share the repository URL with your exercise group via shared document or chat
+
+
+### Step 2: Clone your own repository, add code, commit, and push
+
+Clone the repository.
+
+Add a file `example.py` containing:
+
+```python
+def add(a, b):
+    return a + b
+
+
+def test_add():
+    assert add(2, 3) == 5
+    assert add('space', 'ship') == 'spaceship'
+
+
+def subtract(a, b):
+    return a + b  # <--- fix this in step 8
+
+
+# uncomment the following test in step 5
+#def test_subtract():
+#    assert subtract(2, 3) == -1
+```
+Test `example.py` with `pytest`.
+
+Then stage the file (`git add <filename>`), commit (`git commit -m "some commit message"`),
+and push the changes (`git push origin main`).
+
+
+### Step 3: Enable automated testing
+
+`````{tabs}
+   ````{group-tab} GitHub
+
+   In this step we will enable GitHub Actions.
+   Select "Actions" from your GitHub repository page. You get to a page
+   "Get started with GitHub Actions". Select the button for "Set up
+   this workflow" under Python Application:
+
+   ```{figure} img/python_application.png
+   :alt: Selecting a Python workflow
+
+   Select "Python application" as the starter workflow.
+   ```
+
+   GitHub creates the following file for you in the subfolder `.github/workflows`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 34-36
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+   name: Python application
+
+   on:
+     push:
+       branches: [ main ]
+     pull_request:
+       branches: [ main ]
+
+   jobs:
+     build:
+
+       runs-on: ubuntu-latest
+
+       steps:
+       - uses: actions/checkout@v2
+       - name: Set up Python 3.8
+         uses: actions/setup-python@v2
+         with:
+           python-version: 3.8
+       - name: Install dependencies
+         run: |
+           python -m pip install --upgrade pip
+           pip install flake8 pytest
+           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+       - name: Lint with flake8
+         run: |
+           # stop the build if there are Python syntax errors or undefined names
+           flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+           # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+           flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+       - name: Test with pytest
+         run: |
+           pytest example.py
+   ```
+
+   Commit the change by pressing the "Start Commit" button:
+
+   ```{figure} img/gh_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+
+   ````{group-tab} GitLab
+
+   In this step we will enable GitLab CI.
+   Select "CI/CD" from your Gitlab sidebar of the project. You get to a page
+   "Editor". (Instead you can also click on "Add CI/CD" on the main page or just add a `.gitlab-ci.yml` file the result is identical.
+
+   Copy the following code snippet into the file. Gitlab will save it as `.gitlab-ci.yml`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 22
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml
+
+   image: python:latest
+   stages:
+     - linting
+     - test
+   before_script:
+     - cat /proc/version #print out operations system
+     - python -V  # Print out python version for debugging
+     - pip install pytest flake8
+     - if [ -f requirements.txt ]; then pip install -r requirements.txt;fi
+
+   linting:
+     stage: linting
+     script:
+       - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+       - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+   test:
+     stage: test
+     script:
+       - pytest example.py
+
+   ```
+
+   Commit the change by pressing the "Commit changes" button:
+
+   ```{figure} img/gl_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+`````
+
+
+### Step 4: Verify that tests have been automatically run
+
+`````{tabs}
+   ````{group-tab} GitHub
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+
+   ````{group-tab} GitLab
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a blue marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/gl_green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Pipelines" tab and look at the steps there and their output.
+   ````
+`````
+
+
+### Step 5: Add a test which reveals a problem
+
+After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:
+
+```console
+$ git pull origin main
+```
+
+Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called `main` and not perhaps `master`.
+
+Next uncomment the code in `example.py` under "step 5", commit, and push.
+Verify that the test suite now fails on the "Actions" tab (GitHub)
+or the "CI/CD->Pipelines" tab (GitLab).
+
+
+### Step 6: Open an issue on GitHub/GitLab
+
+Open a new issue in your repository about the broken test (click the "Issues" button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.
+
+
+### Step 7: Fork and clone the repository of your colleague
+
+Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+[this visual representation](https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout)).
+
+**Make sure you clone the fork after you have forked it. Do not clone
+your colleague's repository directly.**
+
+`````{tabs}
+   ````{group-tab} GitHub
+
+      ```console
+      $ git clone https://github.com/your-username/the-repository.git
+      ```
+   ````
+
+   ````{group-tab} GitLab
+
+      ```console
+      $ git clone https://gitlab.com/your-username/the-repository.git
+      ```
+   ````
+`````
+
+
+### Step 8: Fix the broken test
+
+After you have fixed the code, commit the following commit message
+`"restore function subtract; fixes #1"` (assuming that you try to fix
+issue number 1).
+
+Then push to your fork.
+
+
+### Step 9: Open a pull request (GitHub)/ merge request (GitLab)
+
+Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.
+
+If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: `my pull/merge request title, closes #NUMBEROFTHEISSUE`
+
+
+### Step 10: Accept the pull request/ merge request
+
+Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).
+
+See also:
+- GitHub: [closing issues using keywords](https://help.github.com/articles/closing-issues-using-keywords/)
+- GitLab: [closing issues using keywords](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues)
+
+Discuss whether this is a useful feature. And if it is, why do you think is it useful?
+
+
+### Discussion
+
+Finally, we discuss together about our experiences with this exercise.
+
+
+```{challenge} (optional) FullCI-2: Add a license file to the previous exercise's repository
+In the [Social coding and open software](https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/)
+lesson we learn how important it is to add a LICENSE file.
+
+Your goal:
+- You discover that your coworker's repository does not have a LICENSE file.
+- Open an issue and suggest a LICENSE.
+- Then add a LICENSE via a pull/merge request, referencing the issue number.
+```
+
+---
+
+## Where to go from here
+
+- This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages
+- GitHub Actions has a [Marketpace](https://github.com/marketplace?type=actions) which offer wide range of automatic workflows
+- On GitLab use [GitLab CI](https://about.gitlab.com/product/continuous-integration/)
+- For Windows builds you can also use [Appveyor](https://www.appveyor.com)
+
+
+```{keypoints}
+- When fixing bugs or other problems reported in issues, use the issue
+  autoclosing mechanism when you send the pull/merge request.
+```
diff --git a/branch/main/_sources/guide.md.txt b/branch/main/_sources/guide.md.txt
new file mode 100644
index 0000000..7e7a478
--- /dev/null
+++ b/branch/main/_sources/guide.md.txt
@@ -0,0 +1,263 @@
+# Instructor guide
+
+## Detailed schedule
+
+- 9:00-9:15 [Motivation](https://coderefinery.github.io/testing/motivation/)
+- 9:15-9:40 [Testing locally](https://coderefinery.github.io/testing/pytest/)
+    - explain the exercise: 5 min
+    - **20 min exercise**
+- 9:40-10:00 [Automated testing](https://coderefinery.github.io/testing/continuous-integration/)
+    - demo
+- 10:00-10:10 Break
+- 10:10-10:50 [Test design](https://coderefinery.github.io/testing/test-design/)
+    - explain the exercise: 10 min
+    - **20 min exercise**
+    - discussion and type-along of advanced exercises: 10 minutes
+- 10:50-11:00 Discussion and summary
+
+
+## Why we teach this lesson
+
+- Because writing tests and using automated testing is often part
+  of the development process, especially for codes that are larger than
+  a simple script.
+- We wish to give learners the tools so that they can rewrite codes and
+  collaborate on a code projects with more confidence.
+- Testing can help detecting regressions during development instead of later
+  (when using the code) or too late (after having published results).
+- Can simplify collaboration since contributors can be more confident that
+  their changes preserve expected functionality.
+- Tests document the intent of the function/module/library/code.
+- Tests can guide the code towards more modular and reusable code style with
+  fewer side effects.
+
+
+## Intended learning outcomes
+
+- Know that in each language tools exist that can execute a series of test functions
+  and report success or failure.
+- Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+  allow us to automatically run tests on every Git push or every pull request or merge request.
+- Be able to approach a function or module or library and design a test for it "in words"
+  or pseudo-code.
+- Know what test coverage means and how it can help to detect untested/unused code.
+- Know where in a larger and untested project to start introducing tests since it is beyond
+  reach and also probably not reasonable to test everything.
+
+
+## How we teach this lesson
+
+### How to start
+
+The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.
+
+### Questions to involve participants
+
+- Do you agree that testing software is similar to calibrating detectors?
+- Do you test your code?
+- How and when do you test?
+- Where would you start adding a test in an existing project?
+- In which situations would you recommend not to add any tests?
+
+
+### Structure of the lesson
+
+#### Motivation and concepts
+
+The former "motivation" and "concepts" episodes have been combined
+into one.  Previously, the lesson was described as quite dogmagtic and
+without enough time for exercises.  When teaching, try to give some of
+the benefits, but without being too long about it.  The quick
+reference has more details on language-specific things.
+
+#### Testing locally
+
+After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise "Testing with numerical
+tolerance" can be left as homework.  The end-to-end test may be hard
+for many people who can't script other programs, but it provides
+something that can keep advanced people interested for longer.
+
+#### Automated testing (or full-cycle collaborative workflow)
+
+After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode "Full-cycle
+collaborative workflow", and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.
+
+**If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!**
+
+If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with "fixes
+#1" (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.
+
+#### Test design
+
+This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.
+
+#### Order of Continuous Integration and Test Design
+
+When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.
+
+### Timing
+
+The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with "Full-cycle
+collaborative workflow", or give more time to the Test Design episode.
+
+Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.
+
+### Room for improvement
+
+- The lesson is still too Python centric in the "Testing locally" and "Automated testing" episodes.
+  It would be nice to offer alternatives for learners who write in different languages.
+- Currently the lesson is in the "discipline" domain. Testing is
+  something you do to control behavior (your own as well as the code).
+  Testing is also something you can do to improve productivity, but this
+  is less visible/detectable.
+
+
+
+## Field reports
+
+### 2024 March (first time with no exercises)
+
+This was the first year we did the "all demo" mode with no exercises,
+and it worked well enough.  Our rough plan can be seen [at this
+hackmd](https://hackmd.io/cMowYt5nQOqZj0n1wsIlyw) (not pasted here
+because it's kind of long).
+
+We tried to be fast with motivation, and not go to details. In
+"testing locally", we basically did the exercise as a demo.  There
+wasn't much of note, it worked and there was plenty of
+discussion. "Automated testing" worked fine also, except: a) we had to
+choose how to push to Github, we used vscode, but not all learners did
+that method.  Nothing to change here, but be aware you should explain
+what and why you are doing for people who didn't use your chosen
+method of linking, and b) code coverage didn't work from a PR from a
+fork.  We had one person set up the automated tests, then swapped
+instructors and showed the second making the fork and contributing.
+
+The biggest thing to think about is how, when demoing testing
+locally/automated testing, people ask "how to tests work?", which then
+comes later.  I don't know if I would change the order,
+though... because showing how to design tests without knowing how to
+use them would make the same kind of questions, but reversed.  I think
+it's just a "decide how it is and prepare for the questions" - maybe
+in "motivation" or some other summary episode at the start.
+
+"Test design" didn't have any major problems, but many of the tests
+were relatively simple to discuss: the earlier tests would be trivial
+to understand if someone shows you the code (should we demonstrate
+typing two lines that's the same as in motivation? - but interesting
+to do as an exercise).  Some of the later ones were interesting to
+build up and demonstrate.  It would be good to think which exercises
+one wants to demo, and which one wants to only talk about.  And think
+which comes out of each demo/telling.
+
+Overall, no major issues in doing this demo-based with good
+familiarity but limited preparation time.
+
+
+### 2023 September
+
+For this lesson, "Motivation" and "Concepts" were combined.  An extra
+end-to-end test was added under "testing locally".
+
+
+### 2023 March
+
+Due to a mix-up with instructors, we changed the plan at the last
+minute and it didn't go so well (we should have known).  The original
+plan had pytest as a demo, with exercises for Github CI and test
+design.  We did pytest as an exercise, Github CI as an exercise, and
+had almost no time for test design.  One complaint was that there
+wasn't enough time for practical things, so I think a plan like last
+time could have been good.  As usual, we should have found a way to
+talk less and do more.
+
+This was the schedule from March 2023:
+
+```markdown
+* 8:50 - 9:00 Getting started
+* 9:00 - 10:45 [Software testing](https://coderefinery.github.io/testing/)
+  - 9:00-9:05 Short info about today's exercise sessions and possible questions from yesterday
+  - 9:05-9:10 [Motivation](https://coderefinery.github.io/testing/motivation/)
+  - 9:10-9:20 [Concepts](https://coderefinery.github.io/testing/concepts/)
+  - 9:20-9:45 [Testing locally](https://coderefinery.github.io/testing/pytest/)
+      - 5 minutes talking
+      - 15 minute exercises
+      - 5 going over exercises and discussion
+  - 9:45-9:55 Break
+  - 9:55-10:20 [Automated testing](https://coderefinery.github.io/testing/continuous-integration/)
+      - type-along session
+  - 10:20-10:45 [Test design](https://coderefinery.github.io/testing/test-design/)
+      - discussion: 5 minutes
+      - Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+      - discussion and type-along of advanced exercises: 10 minutes
+  - 10:45-11:00 Break
+```
+
+### 2022 September
+
+Overall, it went well with the schedule below.  We had to be
+efficient, but it seemed like it wasn't too hard.  The only complaint
+was that there was a lot of time for the first exercise (pytest
+locally), which I would agree with.  I think for next time, we should
+add in parts of that exercise so that there are more advanced things
+to do, since there are more nice features of pytest, such as `--pdb`,
+running single tests, etc.  Other than that, there wasn't really much
+to report.
+
+The way extra long breaks and a 5-minute starting point were included
+is quite good for the schedule.  Not because we needed them, but it
+allowed us to go over time and not be under so much time pressure.
+
+```markdown
+**Day 6**
+* 8:50 - 9:00 Getting started
+* 9:00 - 10:45 Software testing
+  - 9:00-9:05 Short info about today's exercise sessions and possible questions from yesterday
+  - 9:05-9:10 [Motivation](https://coderefinery.github.io/testing/motivation/)
+  - 9:10-9:20 [Concepts](https://coderefinery.github.io/testing/concepts/)
+  - 9:20-9:45 [Testing locally](https://coderefinery.github.io/testing/pytest/)
+      - 5 minutes talking
+      - 15 minute exercises
+      - 5 going over exercises and discussion
+  - 9:45-9:55 Break
+  - 9:55-10:20 [Automated testing](https://coderefinery.github.io/testing/continuous-integration/)
+      - type-along session
+  - 10:20-10:45 [Test design](https://coderefinery.github.io/testing/test-design/)
+      - discussion: 5 minutes
+      - Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+      - discussion and type-along of advanced exercises: 10 minutes
+  - 10:45-11:00 Break
+```
+
+### 2019 November instructor training workshop
+
+Some notes about teaching are here:
+<https://github.com/coderefinery/testing/issues/42>
diff --git a/branch/main/_sources/index.rst.txt b/branch/main/_sources/index.rst.txt
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+Automated testing - Preventing yourself and others from breaking your functioning code
+======================================================================================
+
+Have you ever had some of these problems?:
+
+- You change B and C, and suddenly A doesn't work anymore.  Time
+  wasted trying to figure out what changed.
+- There was some simple problem, systematically testing could have
+  found it.
+- You get someone else's code and are afraid to touch it because who
+  knows what might break.  Plot twist: it's your own code!
+
+People have learned that some automatic way to check problems makes
+software development much easier.  This lesson will talk about the
+places it's useful for research code, and how easy it can be.
+We will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see how automated testing works and practice designing and writing tests.
+
+.. prereq::
+
+   1. You need `pytest <http://doc.pytest.org>`__ (as part of Anaconda or Miniconda or Virtual Environment).
+
+   2. (Optional) To work on exercises in other languages than Python,
+      please follow the instructions under "Language-specific
+      instructions" in the `Test design episode <https://coderefinery.github.io/testing/test-design/>`__
+      to install the recommended testing frameworks.
+
+   3. Basic understanding of Git.
+
+   4. You need a `GitHub <https://github.com>`__ or a `Gitlab
+      <https://gitlab.com/>`__ account for the "automated testing" and
+      "full-cycle collaborative workflow" (but the rest works fine
+      just locally).
+
+
+.. csv-table::
+   :widths: auto
+   :delim: ;
+
+   15 min ; :doc:`motivation`
+   25 min ; :doc:`pytest`
+   30 min ; :doc:`continuous-integration`
+   30 min ; :doc:`test-design`
+   5 min ; :doc:`conclusions`
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: The lesson
+
+   motivation
+   pytest
+   continuous-integration
+   test-design
+   conclusions
+   full-cycle-ci
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Reference
+
+   exercises
+   quick-reference
+   guide
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: About
+
+   All lessons <https://coderefinery.org/lessons/core/>
+   CodeRefinery <https://coderefinery.org/>
+   Reusing <https://coderefinery.org/lessons/reusing/>
diff --git a/branch/main/_sources/motivation.md.txt b/branch/main/_sources/motivation.md.txt
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+# Motivation
+
+```{objectives}
+- Appreciate the importance of testing software
+- Understand various benefits of testing
+```
+
+
+## Untested software can be compared to uncalibrated detectors
+
+*"Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response."*
+
+> [From [Testing and Continuous Integration with Python](https://carpentries-incubator.github.io/python-testing/), created by K. Huff]
+
+With testing, simulations and analysis using software *can* be held to the same standards as experimental measurement devices!
+
+What can go wrong when research software has bugs?  Look no further:
+
+- [A Scientist's Nightmare: Software Problem Leads to Five Retractions](https://science.sciencemag.org/content/314/5807/1856.summary)
+- [Researchers find bug in Python script may have affected hundreds of studies](https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/)
+
+---
+
+## Testing in a nutshell
+
+In software tests, expected results are compared with observed results
+in order to establish accuracy.  Why are we not comparing directly all
+digits with the expected result?:
+
+````{tabs}
+   ```{group-tab} Python
+
+      ```{literalinclude} code/python/fahrenheit_to_celsius_test.py
+      :language: python
+      ```
+   ```
+
+   ```{group-tab} C++
+
+      ```{literalinclude} code/cpp/fahrenheit_to_celsius_test.cpp
+      :language: C++
+      ```
+   ```
+
+   ```{group-tab} R
+
+      ```{literalinclude} code/R/fahrenheit_to_celsius_test.R
+      :language: R
+      ```
+   ```
+
+   ```{group-tab} Julia
+
+      ```{literalinclude} code/julia/fahrenheit_to_celsius_test.jl
+      :language: Julia
+      ```
+   ```
+
+   ```{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/fahrenheit_to_celsius_test.f90
+      :language: fortran
+      ```
+   ```
+````
+
+Or you can test whole programs:
+```console
+$ python3 run-test.py
+
+running: sample_data/set1.csv --output=tests/set1.txt
+CORRECT
+```
+
+---
+
+## What can tests help you do?
+
+**Preserving expected functionality**
+- Check old things when you add new ones
+
+**Help users of your code**
+- Verify it's installed correctly and works.
+- See examples of what it should do.
+
+**Help other developers modify it**
+- Change things with confidence that nothing is breaking.
+- Warning if documentation/examples go out of date.
+
+**Manage complexity**
+- If code is easy to test, it's probably easier to maintain.
+- The next lesson [Modular code development](https://coderefinery.github.io/modular-type-along/)
+  demonstrates this.
+
+---
+
+## Discussion: When is it OK not to add tests?
+
+```{discussion} Discussion: When is it OK not to add tests?
+
+Vote in the notes and we'll discuss soon.  **It is always a balance: there is no "always"/"never"**.
+
+1. Jupyter or R Markdown notebook which produces a plot and you know by
+   looking at the plot whether it worked?
+2. A short, "obviously correct" Python or R script which you never intend to reuse?
+3. A simple short, "obviously correct" shell script?
+4. Can you give other examples?
+
+```
+
+---
+
+## Discussion: What's easy and hard to test?
+
+```{discussion} Discussion: Testing in practice
+
+Use the collaborative notes to answer these questions:
+
+1. Give examples of things (from your work) that are easy to test.
+2. Give examples of things (from your work) that are hard to test.
+```
+
+---
+
+## Types of tests
+
+* Test functions one at a time - **Unit tests**
+
+* Test how parts work together - **Integration tests**
+
+* Test the whole thing running - **End-to-end tests**
+  * For example, running on sample data.
+
+* Check same results as before - **Regression tests**
+
+* Write test first (the output), then write code to make test pass -
+  **Test-driven development**
+
+* GitHub or GitLab runs tests automatically - **Continuous
+  integration**
+
+* Report that tells you which lines were/were not run by tests -
+  **Code coverage**
+
+* Framework that runs test for you - **Testing framework**
+  * See [Quick Reference](./quick-reference) for some examples.
+
+---
+
+## What should you do?
+
+* Not every code needs perfect test coverage.
+
+* If code is interactive-only (Jupyter Notebook), it's usually hard to
+  test.
+
+  * But also hard to run: the next lesson will discuss!
+
+* At least end-to-end is often easy to add.
+
+* Add tests of tricky functions.
+
+  * If you'd have to run it over and over to test while writing, why
+    not make it a property test?
+
+* It's easy to have Gitlab/Github run the tests.
+
+  * It's nice to push without thinking, and the system tells you when
+    it's broke.
+
+* **Learning how to test well make the rest of your code better, too.**
+
+---
+
+## Where to start
+
+- A simple script or notebook probably does not need an automated test.
+
+**If you have nothing yet**
+- Start with an end-to-end test.
+- Describe in words how *you* check whether the code still works.
+- Translate the words into a script.
+- Run the script automatically on every code change.
+
+**If you want to start with unit-testing**
+- You want to rewrite a function? Start adding a unit test right there first.
diff --git a/branch/main/_sources/pytest.md.txt b/branch/main/_sources/pytest.md.txt
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+# Testing locally
+
+```{questions}
+- How hard is it to implement a test suite using pytest?
+```
+
+
+## Exercise [pytest](http://doc.pytest.org)
+
+In this exercise we will make a simple Python function and use
+[pytest](http://doc.pytest.org) to test it.
+
+* This is easy to use by almost any Python project and doesn't rely on any
+  other servers or services.  Similar things exist in other languages.
+* The downside is that you have to remember to run it yourself.
+
+We will try to
+keep things simple so that those who do not use Python can follow.
+
+````{challenge} Local-1: Create a minimal Pytest example (15 min)
+In this exercise, we will create a minimal example using
+the [pytest](http://doc.pytest.org), run the test, and show what
+happens when a test breaks.
+
+
+1. Create a new directory and change into it:
+   ```console
+   $ mkdir pytest-example
+   $ cd pytest-example
+   ```
+
+2. Then create a file called `example.py` and copy-paste the following code into it:
+   ```python
+   def add(a, b):
+       return a + b
+
+
+   def test_add():
+       assert add(2, 3) == 5
+       assert add('space', 'ship') == 'spaceship'
+   ```
+   This code contains one genuine function and a test function.
+   `pytest` finds any functions beginning with `test_` and treats them
+   as tests.
+
+3. Let us try to test it with pytest:
+   ```console
+   $ pytest -v example.py
+
+   ============================================================ test session starts =================================
+   platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+   cachedir: .pytest_cache
+   rootdir: /home/user/pytest-example, inifile:
+   collected 1 item
+
+   example.py::test_add PASSED
+
+   ========================================================= 1 passed in 0.01 seconds ===============================
+   ```
+   Yay! The test passed!
+
+   Hint for participants trying this inside Spyder or IPython: try `!pytest -v example.py`.
+
+4. Let us break the test!
+   Introduce a code change which breaks the code and check
+   whether pytest detects the change:
+   ```console
+   $ pytest -v example.py
+
+   ============================================================ test session starts =================================
+   platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+   cachedir: .pytest_cache
+   rootdir: /home/user/pytest-example, inifile:
+   collected 1 item
+
+   example.py::test_add FAILED
+
+   ================================================================= FAILURES =======================================
+   _________________________________________________________________ test_add _______________________________________
+
+       def test_add():
+   >       assert add(2, 3) == 5
+   E       assert -1 == 5
+   E         --1
+   E         +5
+
+   example.py:6: AssertionError
+   ========================================================= 1 failed in 0.05 seconds ==============
+   ```
+   Notice how pytest is smart and includes context: lines that failed,
+   values of the relevant variables.
+
+````
+
+````{challenge} (optional) Local-2: Create a test that considers numerical tolerance (10 min)
+Let's see an example where the test has to be more clever in order to
+avoid false negative.
+
+In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also ["What Every Programmer Should Know About Floating-Point Arithmetic"](https://floating-point-gui.de/)).
+
+The following test will fail and this might be surprising. Try it out:
+   ```python
+   def add(a, b):
+       return a + b
+
+
+   def test_add():
+       assert add(0.1, 0.2) == 0.3
+   ```
+
+Your goal: find a more robust way to test this addition.
+````
+
+````{solution} Solution: Local-2
+One solution is to use
+[pytest.approx](https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx):
+```python
+from pytest import approx
+
+def add(a, b):
+    return a + b
+
+def test_add():
+    assert add(0.1, 0.2) == approx(0.3)
+```
+
+But maybe you didn't know about
+[pytest.approx](https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx):
+and did this instead:
+```python
+def test_add():
+    result = add(0.1, 0.2)
+    assert abs(result - 0.3) < 1.0e-7
+```
+This is OK but the `1.0e-7` can be a bit arbitrary.
+````
+
+---
+
+```{keypoints}
+- pytest collects and runs all test functions starting with
+  `test_`. If run on a directory, it collects all files matching `test_*.py`
+- Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via `iso_c_binding`).
+```
diff --git a/branch/main/_sources/quick-reference.md.txt b/branch/main/_sources/quick-reference.md.txt
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+# Quick Reference
+
+## Available tools
+
+### Unit test frameworks
+
+A **test framework** makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.
+
+- Python
+    - [pytest](pytest-ref)
+    - [nose](http://nose.readthedocs.io)
+    - [doctest](https://docs.python.org/2/library/doctest.html)
+    - [unittest](https://docs.python.org/2/library/unittest.html)
+
+- R
+    - [testthat](testthat)
+
+- Julia
+    - [Test](test)
+
+- Matlab
+    - [Class-Based Unit Tests](https://www.mathworks.com/help/matlab/class-based-unit-tests.html)
+
+- C(++)
+    - [Google Test](google-test)
+    - [Catch2](catch2)
+    - [cppunit](https://freedesktop.org/wiki/Software/cppunit/)
+    - [Boost.Test](boost-test)
+    - [UnitTest++](http://unittest-cpp.github.io)
+
+- Fortran
+    - [pFUnit](pfunit)
+    - [FRUIT](https://sourceforge.net/projects/fortranxunit/)
+    - [Ftunit](http://flibs.sourceforge.net/ftnunit.html)
+
+---
+
+(pytest-ref)=
+
+### pytest_
+
+- Python
+- <http://doc.pytest.org>
+- Installable via Conda or pip.
+- Easy to use: Prefix a function with `test_` and the test runner will execute it.
+  No need to subclass anything.
+
+```python
+def get_word_lengths(s):
+    """
+    Returns a list of integers representing
+    the word lengths in string s.
+    """
+    return [len(w) for w in s.split()]
+
+def test_get_word_lengths():
+    text = "Three tomatoes are walking down the street"
+    assert get_word_lengths(text) == [5, 8, 3, 7, 4, 3, 6]
+```
+
+- [Example output](https://travis-ci.org/bast/pytest-demo/builds/104182942)
+- [Example project](https://github.com/bast/pytest-demo)
+
+---
+
+(testthat)=
+
+### testthat
+
+- R
+- <https://github.com/r-lib/testthat>
+- Easily installed from CRAN with `install.packages("testthat")`, or from GitHub with `devtools::install_github("r-lib/testthat")`
+- Use in package development with `usethis::use_testthat()`
+- Add a new test file with `usethis::use_test("test-name")`, e.g.:
+
+  ```r
+  # tests/testthat/test_example.R
+  # file added by running `usethis::use_test("example")`
+
+  context("Arithmetics")
+  library("mypackage")
+
+  test_that("square root function works", {
+    expect_equal(my_sqrt(4), 2)
+    expect_warning(my_sqrt(-4))
+  })
+  ```
+
+  Tests consist of one or more _expectations_, and multiple tests can be grouped together in one test file.
+  Test files are put in the directory `tests/testthat/`, and their file names are prefixed with `test_`.
+
+- Run all tests in package with `devtools::test()` (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):
+
+  ```
+  > devtools::test()
+  Loading mypackage
+  Testing mypackage
+  ✔ |  OK F W S | Context
+  ✔ |   2       | Arithmetics
+
+  ══ Results ═════════════════════════════════════════════════════════════════════
+  OK:       2
+  Failed:   0
+  Warnings: 0
+  Skipped:  0
+  ```
+
+
+More information in the [Testing chapter](http://r-pkgs.had.co.nz/tests.html) of the book [R Packages](http://r-pkgs.had.co.nz) by Hadley Wickham.
+
+---
+
+(test)=
+
+### Test
+
+- Julia
+- - [Documentation](https://docs.julialang.org/en/v1/stdlib/Test/)
+- Part of the standard library
+- Provides simple unit testing functionality with
+  `@test` and `@test_throws` macros:
+
+```julia
+julia> using Test
+
+julia> @test [1, 2] + [2, 1] == [3, 3]
+Test Passed
+
+# approximate comparisons:
+julia> @test π ≈ 3.14 atol=0.01
+Test Passed
+
+# Tests that an expression throws exception:
+julia> @test_throws BoundsError [1, 2, 3][4]
+Test Passed
+      Thrown: BoundsError
+
+julia> @test_throws DimensionMismatch [1, 2, 3] + [1, 2]
+Test Passed
+      Thrown: DimensionMismatch
+```
+
+- Grouping related tests with the `@testset` macro:
+
+```julia
+using Test
+
+function get_word_lengths(s::String)
+    return [length(w) for w in split(s)]
+end
+
+@testset "Testing get_word_length()" begin
+    text = "Three tomatoes are walking down the street"
+    @test get_word_lengths(text) == [5, 8, 3, 7, 4, 3, 6]
+    number = 123
+    @test_throws MethodError get_word_lengths(number)
+end
+```
+
+---
+
+(catch2)=
+
+### Catch2
+
+- C++
+- [Project page with installation instructions](https://github.com/catchorg/Catch2)
+- Widely used
+- Header-only
+- Very rich in functionality
+- Well-integrated with CMake
+
+```cpp
+#include <catch2/catch.hpp>
+
+#include "example.h"
+
+using namespace Catch::literals;
+
+TEST_CASE("Use the example library to add numbers", "[add]") {
+  auto res = add_numbers(1.0, 2.0);
+  REQUIRE(res == 3.0_a);
+}
+```
+
+- [Example output](https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true)
+- [Example project](https://github.com/ENCCS/catch2-demo)
+
+---
+
+(google-test)=
+
+### Google Test
+
+- C++
+- [Documentation](https://google.github.io/googletest/)
+- Widely used
+- Very rich in functionality
+- Well-integrated with CMake
+
+```cpp
+#include <gtest/gtest.h>
+
+#include "example.h"
+
+TEST(example, add) {
+  double res;
+  res = add_numbers(1.0, 2.0);
+  ASSERT_NEAR(res, 3.0, 1.0e-11);
+}
+```
+
+- [Example output](https://travis-ci.org/bast/gtest-demo/builds/104190982)
+- [Example project](https://github.com/bast/gtest-demo)
+
+---
+
+(boost-test)=
+
+### Boost.Test
+
+- C++
+- [Documentation](https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html)
+- Very rich in functionality
+- Header-only use possible
+
+```cpp
+#include <boost/test/unit_test.hpp>
+
+#include "example.h"
+
+BOOST_AUTO_TEST_CASE( add )
+{
+  auto res = add_numbers(1.0, 2.0);
+  BOOST_TEST(res == 3.0);
+}
+```
+
+- [Example output](https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true)
+- [Example project](https://github.com/ENCCS/boost-test-demo)
+
+---
+
+(pfunit)=
+
+### pFUnit
+
+- Fortran
+- [Documentation and installation](https://github.com/Goddard-Fortran-Ecosystem/pFUnit)
+- Very rich in functionality
+- Requires modern Fortran compilers (uses F2003 standard)
+
+```
+@test
+subroutine test_add_numbers()
+
+   use hello
+   use pfunit_mod
+
+   implicit none
+
+   real(8) :: res
+
+   call add_numbers(1.0d0, 2.0d0, res)
+   @assertEqual(res, 3.0d0)
+
+end subroutine
+```
+
+- [Example installation instructions](./code/fortran/build_pFUnit)
+
+To test the `factorial` and `fizzbuzz` functions from the [test-design
+exercises](./test-design), use this `CMakeLists.txt` file:
+```{literalinclude} code/fortran/CMakeLists.txt
+:language: cmake
+```
+
+You can then compile using this script:
+```{literalinclude} code/fortran/build_with_cmake_and_run.sh
+:language: bash
+```
+
+- [Example output](https://travis-ci.org/bast/pfunit-demo/builds/104193675)
+- [Example project](https://github.com/bast/pfunit-demo)
+
+---
+
+### Services to deploy testing and coverage
+
+Each of these are web services to handle testing, free for open source
+projects.
+
+- [GitHub Actions](https://github.com/features/actions) (we will
+  demonstrate in next episode)
+- [GitLab CI](https://about.gitlab.com/features/gitlab-ci-cd/)
+  (we will demonstrate in next episode)
+- [Azure Pipelines](https://azure.microsoft.com/en-us/services/devops/pipelines/)
+- [Coveralls](https://coveralls.io)
+- [Codecov](https://codecov.io)
+
+---
+
+## Good resources
+
+- [Getting Started With Testing in Python](https://realpython.com/python-testing/)
+- [Introductions to Python Testing Frameworks](http://pythontesting.net/start-here/)
+
+
+```{keypoints}
+- Testing is a basic requirement of any possible language
+- There are various tools for any language you may use
+- There are free web services for open source
+```
diff --git a/branch/main/_sources/test-design.md.txt b/branch/main/_sources/test-design.md.txt
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--- /dev/null
+++ b/branch/main/_sources/test-design.md.txt
@@ -0,0 +1,777 @@
+# Test design
+
+```{questions}
+- How can different types of functions and classes be tested?
+- How can the integrity of a complete program be monitored over time?
+- How can functions that involve random numbers be tested?
+```
+
+In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.
+
+```{discussion} Exercise instructions
+**For the instructor**
+- First motivate and give a quick tour of all exercises below (10 minutes).
+- Emphasize that the focus of this episode is *design*. It is OK to only discuss in groups and not write code.
+
+**During exercise session**
+- Choose the exercise which interests you most. There are many more exercises than we would have time for.
+- Discuss what testing framework can be used to implement the test.
+- Keep notes, questions, and answers in the collaborative document.
+
+**Once we return to stream**
+- Discussion about experiences learned.
+```
+
+`````{callout} Language-specific instructions
+  ````{tabs}
+    ```{group-tab} Python
+
+    The suggested solutions below use pytest. Further information can
+    be found in the [Quick Reference](pytest-ref).
+    ```
+
+    ```{group-tab} C++
+
+    The suggested solutions below use Catch2. Further information can
+    be found in the [Quick Reference](catch2).
+    ```
+
+   ```{group-tab} R
+
+    The suggested solutions below use testthat. Further information can
+    be found in the [Quick Reference](testthat).
+    ```
+
+    ```{group-tab} Julia
+
+    The suggested solutions below use Test. Further information can
+    be found in the [Quick Reference](test).
+    ```
+
+    ```{group-tab} Fortran
+
+    The suggested solutions below use pFUnit. Further information on how to install
+    pFUnit and set up tests can
+    be found in the [Quick Reference](pfunit).
+    ```
+  ````
+`````
+
+## Pure and impure functions
+
+Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.
+
+```````{exercise} Design-1: Design a test for a function that receives a number and returns a number
+  `````{tabs}
+    ````{group-tab} Python
+
+      ```{literalinclude} code/python/factorial.py
+      :language: python
+      ```
+    ````
+
+    ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/factorial.cpp
+      :language: C++
+      ```
+    ````
+
+    ````{group-tab} R
+
+      ```{literalinclude} code/R/factorial.R
+      :language: R
+      ```
+    ````
+
+    ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/factorial.jl
+      :language: julia
+      ```
+    ````
+
+    ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/factorial.f90
+      :language: fortran
+      ```
+
+    ````
+    Discussion point: The factorial grows very rapidly. What happens if you
+    pass a large number as argument to the function?
+   `````
+
+``````{solution}
+This is a **pure function** so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.
+
+`````{tabs}
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/factorial_sol.py
+      :language: python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/factorial_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/factorial_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/factorial_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/test_factorial.pf
+      ```
+   ````
+`````
+   Notes on the discussion point: Programming languages differ in the way they deal with integer
+   overflow. Python automatically converts to the necessary `long` type, in Julia you would
+   observe a "wrap-around", in C/C++ you get undefined behaviour for signed integers.
+   Testing for overflow likewise depends on the language.
+``````
+```````
+
+```````{exercise} Design-2: Design a test for a function that receives two strings and returns a number
+`````{tabs}
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_string.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_string.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_string.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_string.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_string.f90
+      :language: fortran
+      ```
+   ````
+  `````
+
+``````{solution}
+This is again a **pure function** but uses strings.  Use a similar strategy
+to the above.
+
+`````{tabs}
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_string_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_string_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_string_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_string_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_string_sol.f90
+      :language: fortran
+      ```
+   ````
+
+``````
+```````
+
+```````{exercise} Design-3: Design a test for a function which reads a file and returns a number
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_file.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_file.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_file.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_file.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_file.f90
+      :language: fortran
+      ```
+   ````
+  `````
+
+``````{solution}
+In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/count_word_occurrence_in_file_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/count_word_occurrence_in_file_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/count_word_occurrence_in_file_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/count_word_occurrence_in_file_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/count_word_occurrence_in_file_sol.f90
+      :language: fortran
+      ```
+   ````
+
+`````
+``````
+```````
+
+```````{exercise} Design-4: Design a test for a function with an external dependency
+This one is not easy to test because the function has an external dependency.
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/reactor_temperature.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/reactor_temperature.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/reactor_temperature.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/reactor_temperature.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/reactor_temperature.f90
+      :language: fortran
+      ```
+   ````
+`````
+
+``````{solution}
+This function depends on the value of
+`reactor.max_temperature` so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+`max_temperature`, and test it with different values.  [Monkey
+patching](https://en.wikipedia.org/wiki/Monkey_patch) is the concept
+of artificially changing some other value.
+
+A better solution would probably be to rewrite the function.
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/reactor_temperature_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/reactor_temperature_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/reactor_temperature_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/reactor_temperature_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/reactor_temperature_sol.f90
+      :language: fortran
+      ```
+   ````
+`````
+``````
+```````
+
+```````{exercise} Design-5: Design a test for a method of a mutable class
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/Pet.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/Pet.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/Pet.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/Pet.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/Pet.f90
+      :language: fortran
+      ```
+   ````
+`````
+
+``````{solution}
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/Pet_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/Pet_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/Pet_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/Pet_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/Pet_sol.f90
+      :language: fortran
+      ```
+   ````
+`````
+``````
+```````
+
+
+## Test-driven development
+
+```````{exercise} Design-6: Experience test-driven development
+
+Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on [FizzBuzz](https://en.wikipedia.org/wiki/Fizz_buzz) - i.e.
+a function that:
+- takes an integer argument
+- for arguments that are multiples of three, returns "Fizz"
+- for arguments that are multiples of five, returns "Buzz"
+- for arguments that are multiples of both three and five, returns "FizzBuzz"
+- fails in case of non-integer arguments or integer arguments 0 or negative
+- otherwise returns the integer itself
+
+When writing the tests, consider the different ways that the function could
+and should fail.
+
+After you have written the tests, implement the function and run the tests
+until they pass.
+
+``````{solution}
+
+`````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/fizzbuzz.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/fizzbuzz.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/fizzbuzz.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/fizzbuzz.jl
+      :language: julia
+      ```
+   ````
+
+   ````{group-tab} Fortran
+
+      ```{literalinclude} code/fortran/fizzbuzz.f90
+      :language: fortran
+      ```
+      ```{literalinclude} code/fortran/test_fizzbuzz.pf
+      ```
+   ````
+   `````
+``````
+```````
+
+
+## Testing randomness
+
+How would you test functions which generate random numbers
+according to some distribution/statistics?
+
+Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:
+- For unit tests we can use fixed random seeds.
+- Try to test whether your results follow the expected
+  distribution/statistics.
+- When you verify your code "by eye", what are you looking at? Now try
+  to express that in a script.
+
+
+```````{exercise} Design-7: Write two different types of tests for randomness
+   Consider the code below which simulates playing
+   [Yahtzee](https://en.wikipedia.org/wiki/Yahtzee) by using
+   random numbers. How would you go about testing it?
+
+   Try to write two types of tests:
+   - a *unit test* for the `roll_dice` function. Since it uses
+     random numbers, you will need to **set the random seed**,
+     pre-calculate what sequence of dice throws you get with that seed,
+     and use that in your test.
+   - a test of the `yahtzee` function which considers the statistical
+     probability of obtaining a "Yahtzee" (5 dice with the same value
+     after three throws), which is around 4.6%. This test will be
+     an *integration test* since it tests multiple functions including the
+     random number generator itself.
+
+
+   `````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/yahtzee.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/yahtzee.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/yahtzee.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/yahtzee.jl
+      :language: julia
+      ```
+   ````
+
+   `````
+
+``````{solution}
+   `````{tabs}
+
+   ````{group-tab} Python
+
+      ```{literalinclude} code/python/yahtzee_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{group-tab} C++
+
+      ```{literalinclude} code/cpp/yahtzee_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{group-tab} R
+
+      ```{literalinclude} code/R/yahtzee_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{group-tab} Julia
+
+      ```{literalinclude} code/julia/yahtzee_sol.jl
+      :language: julia
+      ```
+   ````
+   `````
+``````
+```````
+
+
+## Designing an end-to-end test
+
+In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.
+
+````{exercise} Design-8: Design (but not write) an end-to-end test for the uniq program
+To have a tangible example, let us consider the `uniq` command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind `uniq` has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as "black box".
+
+If we have a file called `repetitive-text.txt` containing:
+```
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+another line
+another line
+another line
+another line
+intermission
+more repetition
+more repetition
+more repetition
+more repetition
+more repetition
+(all together now) all together now
+(all together now) all together now
+```
+
+... then feeding this input file to `uniq` like this:
+```
+$ uniq < repetitive-text.txt
+```
+
+... will produce the following output with repetitions removed:
+```
+(all together now) all together now
+another line
+intermission
+more repetition
+(all together now) all together now
+```
+
+How would you write an end-to-end test for `uniq`?
+````
+
+````{exercise} Design-9: More end-to-end testing
+- Now imagine a code which reads numbers and produces some (floating
+  point) numbers. How would you test that?
+- How would you test a code end-to-end which produces images?
+````
+
+`````{exercise} Design-10: Create an actual end-to-end test
+Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)
+
+We'll use the word-count example repository
+<https://github.com/coderefinery/word-count>.
+
+As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):
+
+```console
+$ python3 statistics/count.py data/abyss.txt
+```
+
+Your goal is to make a test that can run this and let you know if it's
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: `the
+4044` and `and 2807`.
+
+Python hint:
+[subprocess.check_output](https://docs.python.org/3/library/subprocess.html#subprocess.check_output)
+will run a command and return its output as a string.
+
+Bash hint: `COMMAND | grep "PATTERN"` ("pipe to grep") will be true if
+the pattern is in the command.
+
+````{solution}
+There are two solutions in the repository already, in the `tests/`
+dierectory <https://github.com/coderefinery/word-count>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.
+
+The shell one works with shell and prints a bit more output:
+
+```console
+$ sh tests/end-to-end-shell.sh
+the 4044
+Success: 'the' found correct number of times
+and 2807
+Success: 'and' found correct number of times
+Success
+```
+
+The Python one:
+```console
+$ python3 tests/end-to-end-python.py
+Success
+```
+````
+`````
+
+```{keypoints}
+- Pure functions (these are functions without side-effects) are easiest to test.
+  And also easiest to reuse in another code project since they don't depend on
+  any side-effects.
+- Classes can be tested but it's somewhat more elaborate.
+```
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..30fee9d
--- /dev/null
+++ b/branch/main/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2023 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/_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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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 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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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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}}
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diff --git a/branch/main/_static/css/fonts/Roboto-Slab-Bold.woff b/branch/main/_static/css/fonts/Roboto-Slab-Bold.woff
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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
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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" 
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+    <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" 
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+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
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+    <glyph glyph-name="AE" unicode="&#xc6;" horiz-adv-x="1792" 
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+    <glyph glyph-name="Oslash" unicode="&#xd8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="trademark" unicode="&#x2122;" 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..d06a71d
--- /dev/null
+++ b/branch/main/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2023 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..250f566
--- /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 2007-2023 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, is 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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+}
+
+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
Binary files /dev/null and b/branch/main/_static/plus.png differ
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 */
+.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 */
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+.highlight .s { color: #BA2121 } /* Literal.String */
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+.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 */
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+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
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+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
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+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
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+.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 */
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+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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diff --git a/branch/main/_static/searchtools.js b/branch/main/_static/searchtools.js
new file mode 100644
index 0000000..7918c3f
--- /dev/null
+++ b/branch/main/_static/searchtools.js
@@ -0,0 +1,574 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 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)
+          );
+        // 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.`
+    );
+};
+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);
+};
+
+/**
+ * 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) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you 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);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    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;
+
+    // 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]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            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] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((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;
+    });
+
+    // 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;
+    }, []);
+
+    results = results.reverse();
+
+    // 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);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], 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.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [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) => {
+    const text = Search.htmlToText(htmlText);
+    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/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()
+    })
+  }
+}
+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"];
+      }
+    });
+  });
+}
diff --git a/branch/main/code/fortran/build_pFUnit/index.html b/branch/main/code/fortran/build_pFUnit/index.html
new file mode 100644
index 0000000..08acc54
--- /dev/null
+++ b/branch/main/code/fortran/build_pFUnit/index.html
@@ -0,0 +1,236 @@
+<!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" />
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+           <div itemprop="articleBody">
+             
+  <section id="example-installation-of-pfunit-and-pfunit-demos">
+<h1>Example installation of pFUnit and pFUnit_demos<a class="headerlink" href="#example-installation-of-pfunit-and-pfunit-demos" title="Link to this heading"></a></h1>
+<section id="set-up-the-environment">
+<h2>Set up the environment<a class="headerlink" href="#set-up-the-environment" title="Link to this heading"></a></h2>
+<p>Installing pFUnit requires Git, a Fortran compiler and CMake.</p>
+<section id="on-a-cluster">
+<h3>On a cluster<a class="headerlink" href="#on-a-cluster" title="Link to this heading"></a></h3>
+<p>On an HPC cluster you might need to add a few environment modules. For
+example, on <a class="reference external" href="https://www.nsc.liu.se/systems/tetralith/">Tetralith</a> you
+would do:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>module<span class="w"> </span>add<span class="w"> </span>git/2.19.3-nsc1-gcc-system
+module<span class="w"> </span>add<span class="w"> </span>CMake/3.16.4-nsc1
+<span class="nb">export</span><span class="w"> </span><span class="nv">FC</span><span class="o">=</span>/software/sse/manual/mpprun/4.1.3/nsc-wrappers/ifort
+</pre></div>
+</div>
+</section>
+<section id="on-own-computer">
+<h3>On own computer<a class="headerlink" href="#on-own-computer" title="Link to this heading"></a></h3>
+<p>If you don’t have <a class="reference external" href="https://cmake.org/">CMake</a> or a Fortran compiler
+installed yet, one option is to install them into a conda environment
+by first saving the following into a file <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code>:</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">compilers</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="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">cmake</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">compilers</span>
+</pre></div>
+</div>
+<p>followed by installing the packages into a new environment:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>env<span class="w"> </span>create<span class="w"> </span>-f<span class="w"> </span>environment.yml
+</pre></div>
+</div>
+<p>and finally activating the environment:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>activate<span class="w"> </span>compilers
+</pre></div>
+</div>
+<p>For good measure, set the <code class="docutils literal notranslate"><span class="pre">FC</span></code> variable to point to your
+Fortran compiler (adjust path as needed):</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">FC</span><span class="o">=</span><span class="nv">$HOME</span>/miniconda3/envs/compilers/bin/gfortran
+</pre></div>
+</div>
+</section>
+</section>
+<section id="clone-the-pfunit-repository">
+<h2>Clone the pFUnit repository<a class="headerlink" href="#clone-the-pfunit-repository" title="Link to this heading"></a></h2>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>--recursive<span class="w"> </span>git@github.com:Goddard-Fortran-Ecosystem/pFUnit.git
+<span class="nb">cd</span><span class="w"> </span>pFUnit
+</pre></div>
+</div>
+</section>
+<section id="configure-with-cmake">
+<h2>Configure with Cmake<a class="headerlink" href="#configure-with-cmake" title="Link to this heading"></a></h2>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>mkdir<span class="w"> </span>build
+<span class="nb">cd</span><span class="w"> </span>build
+cmake<span class="w"> </span>..
+</pre></div>
+</div>
+</section>
+<section id="build-and-install">
+<h2>Build and install<a class="headerlink" href="#build-and-install" title="Link to this heading"></a></h2>
+<p>The following will install pFUnit into a directory <code class="docutils literal notranslate"><span class="pre">installed</span></code> under
+the <code class="docutils literal notranslate"><span class="pre">build</span></code> directory.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>make<span class="w"> </span>tests
+make<span class="w"> </span>install
+</pre></div>
+</div>
+</section>
+<section id="compiling-with-pfunit">
+<h2>Compiling with pFUnit<a class="headerlink" href="#compiling-with-pfunit" title="Link to this heading"></a></h2>
+<p>When compiling with pFUnit, set:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">PFUNIT_DIR</span><span class="o">=</span><span class="nv">$HOME</span>/path/to/pFUnit/build/installed
+</pre></div>
+</div>
+<p>and run CMake with <code class="docutils literal notranslate"><span class="pre">-DCMAKE_PREFIX_PATH=$PFUNIT_DIR</span></code>.</p>
+</section>
+<section id="clone-the-pfunit-demos-repository">
+<h2>Clone the pFUnit_demos repository<a class="headerlink" href="#clone-the-pfunit-demos-repository" title="Link to this heading"></a></h2>
+<p>This is for testing and learning purposes.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>git@github.com:Goddard-Fortran-Ecosystem/pFUnit_demos.git
+</pre></div>
+</div>
+<section id="try-out-the-trivial-basic-and-mpi-examples">
+<h3>Try out the Trivial, Basic, and MPI examples<a class="headerlink" href="#try-out-the-trivial-basic-and-mpi-examples" title="Link to this heading"></a></h3>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">cd</span><span class="w"> </span>pFUnit_demos
+<span class="nb">export</span><span class="w"> </span><span class="nv">PFUNIT_DIR</span><span class="o">=</span>~pFUnit/build/installed/PFUNIT-4.2
+<span class="nb">cd</span><span class="w"> </span>Trivial
+./build_with_cmake_and_run.x
+<span class="nb">cd</span><span class="w"> </span>../Basic
+./build_with_cmake_and_run.x
+<span class="nb">cd</span><span class="w"> </span>../MPI
+./build_with_cmake_and_run.x
+´´´
+</pre></div>
+</div>
+</section>
+</section>
+</section>
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Conclusions and recommendations</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#the-basics">The basics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#going-more-in-depth">Going more in-depth</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#ways-to-get-started">Ways to get started</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="conclusions-and-recommendations">
+<h1>Conclusions and recommendations<a class="headerlink" href="#conclusions-and-recommendations" title="Link to this heading"></a></h1>
+<section id="the-basics">
+<h2>The basics<a class="headerlink" href="#the-basics" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Learn one test framework well enough for basics</p>
+<ul>
+<li><p>Explore and use the good tools that exist out there</p></li>
+<li><p>An incomplete list of testing frameworks can be found in the <a class="reference internal" href="../quick-reference/"><span class="doc std std-doc">Quick Reference</span></a></p></li>
+</ul>
+</li>
+<li><p>Start with some basics</p>
+<ul>
+<li><p>Some simple thing that test all parts</p></li>
+</ul>
+</li>
+<li><p>Automate tests</p>
+<ul>
+<li><p>Faster feedback and reduce the number of surprises</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="going-more-in-depth">
+<h2>Going more in-depth<a class="headerlink" href="#going-more-in-depth" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Strike a healthy balance between unit tests and integration tests</p></li>
+<li><p>As the code gets larger and the chance of undetected bugs
+increases, tests should increase</p></li>
+<li><p>When adding new functionality, also add tests</p></li>
+<li><p>When you discover and fix a bug, also commit a test against this bug</p></li>
+<li><p>Use code coverage analysis to identify untested or unused code</p></li>
+<li><p>If you make your code easier to test, it becomes more modular</p></li>
+</ul>
+</section>
+<section id="ways-to-get-started">
+<h2>Ways to get started<a class="headerlink" href="#ways-to-get-started" title="Link to this heading"></a></h2>
+<p>You probably won’t do everything perfectly when you start off… But
+what are some of the easy starting points?</p>
+<ul class="simple">
+<li><p>Do you have some single functions that are easy to test, but hard to
+verify just by looking at them?  Add unit tests.</p></li>
+<li><p>Do you have data analysis or simulation of some sort?  Make an
+end-to-end test with sample data, or sample parameters.  This is
+useful as an example anyway.</p></li>
+<li><p>A local testing framework + GitHub actions is very easy!  And works
+well in the background - you do whatever you want and get an email
+if you break things.  It’s actually pretty freeing.</p></li>
+</ul>
+</section>
+</section>
+
+
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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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Automated testing</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#continuous-integration">Continuous integration</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo">Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#create-a-new-repository">Create a new repository</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#fork-and-clone-an-existing-example-repository">Fork and clone an existing example repository</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#step-2-run-tests-locally">Step 2: Run tests locally</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-3-enable-automated-testing">Step 3: Enable automated testing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-4-verify-that-tests-have-been-automatically-run">Step 4: Verify that tests have been automatically run</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-5-add-a-test-which-reveals-a-problem">Step 5: Add a test which reveals a problem</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-6-open-an-issue-on-github-gitlab">Step 6: Open an issue on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-7-fix-the-broken-test">Step 7: Fix the broken test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-8-open-a-pull-request-github-merge-request-gitlab">Step 8: Open a pull request (GitHub)/ merge request (GitLab)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-9-accept-the-pull-merge-request">Step 9: Accept the pull/merge request</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-10-increase-your-code-coverage">Step 10: Increase your code coverage</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function">Step 11 (optional): Repeat steps 5-9 for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function:</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#discussion">Discussion</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-go-from-here">Where to go from here</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
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+    </nav>
+
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+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/continuous-integration.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="automated-testing">
+<h1>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="continuous-integration">
+<h2>Continuous integration<a class="headerlink" href="#continuous-integration" title="Link to this heading"></a></h2>
+<p>We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.</p>
+<p>This exercise can be run in “collaborative mode” by following instead the instructions
+in <a class="reference internal" href="../full-cycle-ci/"><span class="doc std std-doc">Full-cycle collaborative workflow</span></a>. In the collaborative version steps
+C-D below are performed by a collaborator.</p>
+<div class="admonition-exercise-ci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab</p>
+<p>In this exercise, we will:</p>
+<ul class="simple">
+<li><p><strong>A.</strong> Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)</p></li>
+<li><p><strong>B.</strong> Set up tests with GitHub Actions/ GitLab CI</p></li>
+<li><p><strong>C.</strong> Find a bug in our repository and open an issue to report it</p></li>
+<li><p><strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)</p></li>
+<li><p><strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p></li>
+<li><p><strong>F.</strong> Create a test to increase the code coverage of our tests.</p></li>
+</ul>
+</div>
+<section id="prerequisites">
+<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h3>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.
+If you are new to pull requests / merge requests, you can learn all about them
+in the <a class="reference external" href="https://coderefinery.github.io/git-collaborative/">Collaborative Git lesson</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo">
+<h3>Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo" title="Link to this heading"></a></h3>
+<section id="create-a-new-repository">
+<h4>Create a new repository<a class="headerlink" href="#create-a-new-repository" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Begin by creating a repository called (for example) <em>example-ci</em>.</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Clone the repository (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/example-ci.git</span></code>).</p></li>
+<li><p>Add the following files and code</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>Add a file <code class="docutils literal notranslate"><span class="pre">functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 7</span>
+
+<span class="k">def</span> <span class="nf">multiply</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">*</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">convert_fahrenheit_to_celsius</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">multiply</span><span class="p">(</span><span class="n">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span> <span class="mi">32</span><span class="p">),</span> <span class="mi">9</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span> <span class="c1"># &lt;-- Fix this in step 7</span>
+</pre></div>
+</div>
+<p>and a file <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">add</span><span class="p">,</span> <span class="n">subtract</span><span class="p">,</span> <span class="n">multiply</span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">convert_fahrenheit_to_celsius</span> <span class="k">as</span> <span class="n">f2c</span>
+<span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1"># def test_convert_fahrenheit_to_celsius():</span>
+<span class="c1">#    assert f2c(32) == 0</span>
+<span class="c1">#    assert f2c(122) == pytest.approx(50)</span>
+<span class="c1">#    with pytest.raises(AssertionError):</span>
+<span class="c1">#        f2c(-600)</span>
+
+</pre></div>
+</div>
+<p>Finally, stage the files (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><ul>
+<li><p>Make a folder <code class="docutils literal notranslate"><span class="pre">rtestingexample</span></code></p></li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">DESCRIPTION</span></code> with the following contents:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Package</span><span class="p">:</span> <span class="n">rtestingexample</span>
+<span class="n">Title</span><span class="p">:</span> <span class="n">Testing</span> <span class="n">package</span> <span class="k">for</span> <span class="n">R</span> <span class="ow">and</span> <span class="n">github</span> <span class="n">actions</span>
+<span class="n">Version</span><span class="p">:</span> <span class="mf">0.0.0.9000</span>
+<span class="n">Authors</span><span class="nd">@R</span><span class="p">:</span>
+    <span class="n">person</span><span class="p">(</span><span class="s2">&quot;Your&quot;</span><span class="p">,</span> <span class="s2">&quot;Name&quot;</span><span class="p">,</span> <span class="p">,</span> <span class="s2">&quot;none@example.com&quot;</span><span class="p">,</span> <span class="n">role</span> <span class="o">=</span> <span class="n">c</span><span class="p">(</span><span class="s2">&quot;aut&quot;</span><span class="p">,</span> <span class="s2">&quot;cre&quot;</span><span class="p">),</span>
+          <span class="p">)</span>
+<span class="n">Author</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span>
+<span class="n">Maintainer</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span> <span class="o">&lt;</span><span class="n">none</span><span class="nd">@example</span><span class="o">.</span><span class="n">com</span><span class="o">&gt;</span>
+<span class="n">Description</span><span class="p">:</span> <span class="n">Just</span> <span class="n">a</span> <span class="n">few</span> <span class="n">functions</span> <span class="n">that</span> <span class="n">are</span> <span class="n">being</span> <span class="n">tested</span><span class="o">.</span>
+<span class="n">License</span><span class="p">:</span> <span class="n">MIT</span>
+<span class="n">Encoding</span><span class="p">:</span> <span class="n">UTF</span><span class="o">-</span><span class="mi">8</span>
+<span class="n">Depends</span><span class="p">:</span> <span class="n">testthat</span>
+<span class="n">Roxygen</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="n">markdown</span> <span class="o">=</span> <span class="n">TRUE</span><span class="p">)</span>
+<span class="n">RoxygenNote</span><span class="p">:</span> <span class="mf">7.2.3</span>
+</pre></div>
+</div>
+</li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">NAMESPACE</span></code> with the following content:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Default NAMESPACE created by R</span>
+<span class="c1"># Remove the previous line if you edit this file</span>
+
+<span class="c1"># Export all names</span>
+<span class="n">exportPattern</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)</span>
+
+<span class="c1"># Import all packages listed as Imports or Depends</span>
+<span class="n">import</span><span class="p">(</span>
+<span class="n">testthat</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">R</span></code> (this will contain all functions of the package)</p></li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">R</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">functions.R</span></code>with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">add</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">subtract</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">multiply</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">convert_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">){</span>
+<span class="w">    </span><span class="n">C_temp</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">multiply</span><span class="p">(</span><span class="nf">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span><span class="m">32</span><span class="p">),</span><span class="m">5</span><span class="o">/</span><span class="m">9</span><span class="p">);</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">C_temp</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">tests</span></code></p></li>
+<li><p>in <code class="docutils literal notranslate"><span class="pre">tests</span></code> create a folder <code class="docutils literal notranslate"><span class="pre">testthat</span></code> and a file <code class="docutils literal notranslate"><span class="pre">testthat.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># This file is part of the standard setup for testthat.</span>
+<span class="c1"># It is recommended that you do not modify it.</span>
+<span class="c1">#</span>
+<span class="c1"># Where should you do additional test configuration?</span>
+<span class="c1"># Learn more about the roles of various files in:</span>
+<span class="c1"># * https://r-pkgs.org/tests.html</span>
+<span class="c1"># * https://testthat.r-lib.org/reference/test_package.html#special-files</span>
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="n">rtestingexample</span><span class="p">)</span>
+
+<span class="nf">test_check</span><span class="p">(</span><span class="s">&quot;rtestingexample&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">testthat</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">test-functions.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="n">desc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Add&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">add</span><span class="p">(</span><span class="m">2</span><span class="p">,</span><span class="m">3</span><span class="p">);</span><span class="w">   </span><span class="c1"># Runs the function</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is the correct value</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">c</span><span class="p">,</span><span class="m">5</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is numeric</span>
+<span class="w">  </span><span class="nf">expect_true</span><span class="p">(</span><span class="nf">is.numeric</span><span class="p">(</span><span class="n">c</span><span class="p">));</span>
+<span class="p">})</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1">#test_that(desc = &quot;Fahrenheit to Celsius&quot;, code = {</span>
+<span class="c1">#</span>
+<span class="c1">#  temp_C &lt;- convert_fahrenheit_to_celsius(50);</span>
+<span class="c1">#  expect_equal(temp_C,10);</span>
+<span class="c1">#  expect_true(is.numeric(temp_C));</span>
+<span class="c1">#})</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#test_that(desc = &quot;Subtract&quot;, code = {</span>
+<span class="c1">#  c &lt;- subtract(3,2);</span>
+<span class="c1">#  expect_equal(c,1);</span>
+<span class="c1">#  expect_true(is.numeric(c));</span>
+<span class="c1">#})</span>
+</pre></div>
+</div>
+</li>
+</ul>
+</div></div>
+</section>
+<section id="fork-and-clone-an-existing-example-repository">
+<h4>Fork and clone an existing example repository<a class="headerlink" href="#fork-and-clone-an-existing-example-repository" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Fork the example repo. There are two options one for <a class="reference external" href="https://github.com/AaltoRSE/PyTestingExample">python</a> and one for <a class="reference external" href="https://github.com/AaltoRSE/RTestingExample">R</a>.</p></li>
+<li><p>Clone your fork (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/&lt;Py/R&gt;TestingExample.git</span></code>).</p></li>
+</ul>
+</section>
+</section>
+<section id="step-2-run-tests-locally">
+<h3>Step 2: Run tests locally<a class="headerlink" href="#step-2-run-tests-locally" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>You can now run your tests locally with</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pytest</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>You can now run your tests (and a complete check of this package) locally by running:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Rscript -e &#39;testthat::test_local()&#39;`
+</pre></div>
+</div>
+<blockquote>
+<div><p><strong><em>NOTE:</em></strong> You might need to install the testthat package before you can run the command above ( in R <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>)</p>
+</div></blockquote>
+</div></div>
+</section>
+<section id="step-3-enable-automated-testing">
+<h3>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-2-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-2-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-2-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Configure”
+under Python Application:</p>
+<figure class="align-default" id="id1">
+<img alt="Selecting a Python workflow" src="../_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Modify the highlited lines according to the action below. This will add a code coverage
+report to new pull requests. The if clause restricts this to pull requests, as otherwise
+this action would not have a target to write the reports to. On pushes only the unittesting is run.</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a variety of Python versions</span>
+<span class="c1"># For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python package</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">permissions</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">contents</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">read</span>
+<span class="hll"><span class="w">      </span><span class="nt">pull-requests</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">write</span>
+</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.10</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v3</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;3.10&quot;</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="hll"><span class="w">        </span><span class="no">python -m pip install flake8 pytest pytest-cov</span>
+</span><span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest and calculate coverage</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="hll"><span class="w">        </span><span class="no">pytest --cov-report &quot;xml:coverage.xml&quot;  --cov=.</span>
+</span><span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Create Coverage</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ github.event_name == &#39;pull_request&#39; }}</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">orgoro/coverage@v3</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">coverageFile</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage.xml</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">token</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id2">
+<img alt="Committing the change" src="../_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">test_functions.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</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>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="../_images/gl_action_commit.png"><img alt="Committing the change" src="../_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Unfortunately, as of the creation of this lecture, the default “R package action”
+that is suggested by github is quite complex and not really fit for our purpose. Instead we will create our own
+workflow as detailed below.
+So first click on the “ set up a workflow yourself” link above the “Search workflows” field.</p>
+<p>GitHub creates a “main.yml” file that we can now modify as needed.</p>
+<ul>
+<li><p>First, replace the name by a more descriptive one (e.g. r_testing.yml)</p></li>
+<li><p>Then add the following code to the file:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># Workflow derived from https://github.com/r-lib/actions/tree/v2/examples</span>
+<span class="c1"># Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help</span>
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test-coverage</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">test-coverage</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+<span class="w">    </span><span class="nt">env</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">GITHUB_PAT</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+<span class="w">    </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">R</span>
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Setup R</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">use-public-rspm</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r-dependencies@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="hll"><span class="w">          </span><span class="nt">extra-packages</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::covr</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::rcmdcheck</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">needs</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">coverage</span>
+</span><span class="hll"><span class="w">            </span><span class="no">check</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">working-directory</span><span class="p">:</span><span class="w"> </span><span class="s">&#39;rtestingexample&#39;</span>
+</span><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test coverage</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">covr::codecov(</span>
+<span class="w">            </span><span class="no">quiet = FALSE,</span>
+<span class="w">            </span><span class="no">clean = FALSE,</span>
+<span class="hll"><span class="w">            </span><span class="no">path = &quot;rtestingexample&quot;,</span>
+</span><span class="w">            </span><span class="no">install_path = file.path(Sys.getenv(&quot;RUNNER_TEMP&quot;), &quot;package&quot;)</span>
+<span class="w">          </span><span class="no">)</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Rscript {0}</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Show testthat output</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">always()</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">## --------------------------------------------------------------------</span>
+<span class="w">          </span><span class="no">find ${{ runner.temp }}/package -name &#39;testthat.Rout*&#39; -exec cat &#39;{}&#39; \; || true</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bash</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Upload test results</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">failure()</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/upload-artifact@v3</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage-test-failures</span>
+<span class="w">          </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ runner.temp }}/package</span>
+</pre></div>
+</div>
+<p>The action is a modified version of the action generated by <a class="reference external" href="https://covr.r-lib.org/">covr</a> using the <code class="docutils literal notranslate"><span class="pre">usethis::use_github_action(&quot;test-coverage&quot;)</span></code> command.
+It is built up from several actions provided by the <a class="reference external" href="https://github.com/r-lib/actions">r-lib project</a>, along with the test/coverage commands.</p>
+</li>
+</ul>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id4">
+<img alt="Committing the change" src="../_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h3>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-3-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-3-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-3-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="../_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id7">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id7" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h3>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h3>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h3>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h3>
+<p>Open a new issue in your repository about the broken test (click the
+“Issues” button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fix-the-broken-test">
+<h3>Step 7: Fix the broken test<a class="headerlink" href="#step-7-fix-the-broken-test" title="Link to this heading"></a></h3>
+<p>Now fix the code <strong>on a new branch</strong>, you can call it <code class="docutils literal notranslate"><span class="pre">yourname/bugfix</span></code>.
+After you have fixed the code on the new branch, commit the following
+commit message <code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that
+you try to fix issue number 1).</p>
+<div class="admonition-shortcut callout admonition" id="callout-0">
+<p class="admonition-title">Shortcut</p>
+<p>Here it’s perfectly possible to take a shortcut and commit and push
+directly to the main branch. If you do this, steps 8-9 below are skipped.</p>
+<ul class="simple">
+<li><p>When would you push directly to the main branch, and when would you send a
+pull/merge request?</p></li>
+</ul>
+</div>
+<p>Then push to your repository.</p>
+</section>
+<section id="step-8-open-a-pull-request-github-merge-request-gitlab">
+<h3>Step 8: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-8-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h3>
+<p>Go back to the repository on GitHub or GitLab and open a pull/merge
+request. <strong>In a collaborative setting, you could request a code
+review from collaborators at this stage.</strong> Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#1</span></code>.</p>
+</section>
+<section id="step-9-accept-the-pull-merge-request">
+<h3>Step 9: Accept the pull/merge request<a class="headerlink" href="#step-9-accept-the-pull-merge-request" title="Link to this heading"></a></h3>
+<p>Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="step-10-increase-your-code-coverage">
+<h3>Step 10: Increase your code coverage<a class="headerlink" href="#step-10-increase-your-code-coverage" title="Link to this heading"></a></h3>
+<p>We are currently missing several functions in our tests. Write a test for the <code class="docutils literal notranslate"><span class="pre">multiply</span></code> function in a new branch and create a pull request.
+On python you can directly observe the increase in code coverage.
+On R you can have a look at the action (<code class="docutils literal notranslate"><span class="pre">Actions</span> <span class="pre">-&gt;</span> <span class="pre">last</span> <span class="pre">run</span> <span class="pre">of</span> <span class="pre">your</span> <span class="pre">action</span> <span class="pre">-&gt;</span> <span class="pre">Select</span> <span class="pre">a</span> <span class="pre">job</span> <span class="pre">-&gt;</span> <span class="pre">Test</span> <span class="pre">coverage</span></code>). If you compare this with the
+previous run, you should see an increase once the update is in.</p>
+</section>
+<section id="step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function">
+<h3>Step 11 (optional): Repeat steps 5-9 for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function:<a class="headerlink" href="#step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function" title="Link to this heading"></a></h3>
+<p>Repetition helps learning, so let’s do the testing again for our <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function.
+Uncomment the test for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function and repeat steps 5 to 9 fixing the bug this test exposes.</p>
+</section>
+<section id="discussion">
+<h3>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h3>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h2>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>This workflow is very useful for collaborators who work on the same code and it works both for
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/02-centralized/">centralized</a> and
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/">forking</a> workflows - have a look at this
+<a class="reference internal" href="../full-cycle-ci/"><span class="doc std std-doc">alternative exercise</span></a> to see how that works.</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="#">List of exercises</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#full-list">Full list</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">All lessons</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="list-of-exercises">
+<h1>List of exercises<a class="headerlink" href="#list-of-exercises" title="Link to this heading"></a></h1>
+<section id="full-list">
+<h2>Full list<a class="headerlink" href="#full-list" title="Link to this heading"></a></h2>
+<p>This is a list of all exercises and solutions in this lesson, mainly
+as a reference for helpers and instructors.  This list is
+automatically generated from all of the other pages in the lesson.
+Any single teaching event will probably cover only a subset of these,
+depending on their interests.</p>
+<section id="testing-locally">
+<h3>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../pytest/#exercise-0">In pytest.md:</a></p>
+<div class="admonition-local-1-create-a-minimal-pytest-example-15-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Local-1: Create a minimal Pytest example (15 min)</p>
+<p>In this exercise, we will create a minimal example using
+the <a class="reference external" href="http://doc.pytest.org">pytest</a>, run the test, and show what
+happens when a test breaks.</p>
+<ol class="arabic">
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir<span class="w"> </span>pytest-example
+<span class="gp">$ </span><span class="nb">cd</span><span class="w"> </span>pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add PASSED</span>
+
+<span class="go">========================================================= 1 passed in 0.01 seconds ===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add FAILED</span>
+
+<span class="go">================================================================= FAILURES =======================================</span>
+<span class="go">_________________________________________________________________ test_add _______________________________________</span>
+
+<span class="go">    def test_add():</span>
+<span class="go">&gt;       assert add(2, 3) == 5</span>
+<span class="go">E       assert -1 == 5</span>
+<span class="go">E         --1</span>
+<span class="go">E         +5</span>
+
+<span class="go">example.py:6: AssertionError</span>
+<span class="go">========================================================= 1 failed in 0.05 seconds ==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<p><a class="reference external" href="../pytest/#exercise-1">In pytest.md:</a></p>
+<div class="admonition-optional-local-2-create-a-test-that-considers-numerical-tolerance-10-min exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) Local-2: Create a test that considers numerical tolerance (10 min)</p>
+<p>Let’s see an example where the test has to be more clever in order to
+avoid false negative.</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<p><a class="reference external" href="../pytest/#solution-0">In pytest.md:</a></p>
+<div class="admonition-solution-local-2 solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution: Local-2</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+</section>
+<section id="automated-testing">
+<h3>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../continuous-integration/#exercise-0">In continuous-integration.md:</a></p>
+<div class="admonition-exercise-ci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab</p>
+<p>In this exercise, we will:</p>
+<ul class="simple">
+<li><p><strong>A.</strong> Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)</p></li>
+<li><p><strong>B.</strong> Set up tests with GitHub Actions/ GitLab CI</p></li>
+<li><p><strong>C.</strong> Find a bug in our repository and open an issue to report it</p></li>
+<li><p><strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)</p></li>
+<li><p><strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p></li>
+<li><p><strong>F.</strong> Create a test to increase the code coverage of our tests.</p></li>
+</ul>
+</div>
+</section>
+<section id="test-design">
+<h3>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../test-design/#exercise-0">In test-design.md:</a></p>
+<div class="admonition-design-1-design-a-test-for-a-function-that-receives-a-number-and-returns-a-number exercise important admonition" id="exercise-0">
+<p class="admonition-title">Design-1: Design a test for a function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="nf">factorial</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">result</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">i</span>
+<span class="w">  </span><span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">result</span><span class="w"> </span><span class="o">*=</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! computes the factorial of n</span>
+<span class="w">   </span><span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">r</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">i</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Received negative input&#39;</span>
+<span class="w">         </span><span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">do </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+<span class="w">         </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">r</span><span class="o">*</span><span class="n">i</span>
+<span class="w">      </span><span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div><p>Discussion point: The factorial grows very rapidly. What happens if you
+pass a large number as argument to the function?</p>
+</div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;factorial.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[factorial]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="m">6</span><span class="p">)</span>
+<span class="w">  </span><span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+<span class="w">  </span><span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test factorial function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_factorial</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">factorial_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="s1">&#39;factorial(5)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_factorial</span>
+</pre></div>
+</div>
+</div></div>
+<p>Notes on the discussion point: Programming languages differ in the way they deal with integer
+overflow. Python automatically converts to the necessary <code class="docutils literal notranslate"><span class="pre">long</span></code> type, in Julia you would
+observe a “wrap-around”, in C/C++ you get undefined behaviour for signed integers.
+Testing for overflow likewise depends on the language.</p>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-1">In test-design.md:</a></p>
+<div class="admonition-design-2-design-a-test-for-a-function-that-receives-two-strings-and-returns-a-number exercise important admonition" id="exercise-1">
+<p class="admonition-title">Design-2: Design a test for a function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-3-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">  </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-1">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-4-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-4-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-2">In test-design.md:</a></p>
+<div class="admonition-design-3-design-a-test-for-a-function-which-reads-a-file-and-returns-a-number exercise important admonition" id="exercise-2">
+<p class="admonition-title">Design-3: Design a test for a function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-5-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-5-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;streambuf&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ifstream</span><span class="w"> </span><span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+<span class="w">		   </span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0l</span><span class="n">u</span><span class="p">;</span><span class="w"> </span><span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">line</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">    </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;r&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">file</span>
+<span class="w">        </span><span class="n">lines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-2">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-6-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-6-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">namespace</span><span class="w"> </span><span class="nn">fs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nn">std</span><span class="o">::</span><span class="nn">filesystem</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">tmp_dir</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fpath</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="s">&quot;temp_file&quot;</span><span class="w"> </span><span class="p">};</span>
+
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ofstream</span><span class="w"> </span><span class="nf">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+<span class="w">  </span><span class="n">s</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span><span class="w"> </span><span class="n">fpath</span><span class="w"> </span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">fname</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">tempfile</span><span class="p">()</span>
+<span class="w">  </span><span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">fname</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span>
+<span class="w">    </span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">testio</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mktemp</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span><span class="w"> </span><span class="n">msg</span><span class="p">)</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-3">In test-design.md:</a></p>
+<div class="admonition-design-4-design-a-test-for-a-function-with-an-external-dependency exercise important admonition" id="exercise-3">
+<p class="admonition-title">Design-4: Design a test for a function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-7-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-7-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;constants.hpp&quot;</span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span><span class="w"> </span><span class="k">class</span><span class="w"> </span><span class="nc">ReactorState</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">FINE</span><span class="p">,</span><span class="w"> </span><span class="n">CRITICAL</span><span class="w"> </span><span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span><span class="w"> </span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+<span class="w">	     </span><span class="o">?</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span>
+<span class="w">	     </span><span class="o">:</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-3">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-8-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-8-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;reactor.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">99</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">100</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w">  </span><span class="c1"># boundary cases easily go wrong</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">101</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test check_reactor_temperature function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w">   </span><span class="c"># boundary cases easily go wrong</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-4">In test-design.md:</a></p>
+<div class="admonition-design-5-design-a-test-for-a-method-of-a-mutable-class exercise important admonition" id="exercise-4">
+<p class="admonition-title">Design-5: Design a test for a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-9-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-9-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">Pet</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="k">private</span><span class="o">:</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name_</span><span class="p">{};</span>
+
+<span class="w"> </span><span class="k">public</span><span class="o">:</span>
+<span class="w">  </span><span class="k">explicit</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{}</span>
+<span class="w">  </span><span class="kt">void</span><span class="w"> </span><span class="n">go_for_a_walk</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">hunger_</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="w">  </span><span class="c1">// ^-- how would you test this function?</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">hunger_</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">structure</span><span class="p">(</span>
+<span class="w">    </span><span class="nf">list</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">0</span><span class="p">),</span>
+<span class="w">    </span><span class="n">class</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Pet&quot;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span><span class="w"> </span><span class="k">struct</span> <span class="kt">Pet</span>
+<span class="w">    </span><span class="n">name</span><span class="o">::</span><span class="kt">String</span>
+<span class="w">    </span><span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="kt">Pet</span><span class="p">)</span>
+<span class="w">    </span><span class="n">pet</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-4">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-10-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-10-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;fido&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;pet.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[pets]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fido</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">Pet</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;fido&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">-1</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test mutable struct&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-5">In test-design.md:</a></p>
+<div class="admonition-design-6-experience-test-driven-development exercise important admonition" id="exercise-5">
+<p class="admonition-title">Design-6: Experience test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-5">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-11-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-11-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-11-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-11-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-11-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="nf">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;fizzbuzz.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+<span class="w">	</span><span class="s">&quot;1&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;2&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;4&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;7&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;8&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;11&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;13&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;14&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;16&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;17&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;19&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">21</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># define the function</span>
+<span class="n">fizz_buzz</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">number</span><span class="p">){</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="o">!</span><span class="n">number</span><span class="o">%%</span><span class="m">1</span><span class="o">==</span><span class="m">0</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">     </span><span class="nf">stop</span><span class="p">(</span><span class="s">&quot;non-integer or negative input not allowed!&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if </span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span>
+<span class="p">}</span>
+
+<span class="c1"># apply it to the numbers 1 to 50</span>
+<span class="nf">for </span><span class="p">(</span><span class="n">number</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">print</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="n">number</span><span class="p">))</span>
+<span class="p">}</span>
+
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">4</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">15</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span><span class="w">  </span>
+
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1.5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="s">&#39;rabbit&#39;</span><span class="p">))</span><span class="w">    </span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">number</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">14</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">17</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+<span class="w">    </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_result</span>
+
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">fizzbuzz_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! Evaluates the fizzbuzz of n</span>
+<span class="w">   </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="k">function </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="n">str1</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;FizzBuzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Fizz&#39;</span>
+<span class="w">         </span><span class="n">str1</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Buzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="n">n</span><span class="o">&lt;</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Err n&lt;0&#39;</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="nb">char</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end if</span>
+<span class="k">      </span><span class="n">fizzbuzz</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">fizzbuzz</span>
+<span class="k">end module </span><span class="n">fizzbuzz_mod</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_fizzbuzz</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">fizzbuzz_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Fizz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(12)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Buzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">25</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(25)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;FizzBuzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(60)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_fizzbuzz</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-6">In test-design.md:</a></p>
+<div class="admonition-design-7-write-two-different-types-of-tests-for-randomness exercise important admonition" id="exercise-6">
+<p class="admonition-title">Design-7: Write two different types of tests for randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-12-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-12-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-12-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;tuple&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;vector&gt;</span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span><span class="w"> </span><span class="o">&lt;</span><span class="k">typename</span><span class="w"> </span><span class="nc">PRNGEngine</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">},</span>
+<span class="w">    </span><span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="n">gen</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// create a fair die</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">weights</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mf">1.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fair_dice</span><span class="w"> </span><span class="o">=</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span><span class="w"> </span><span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">rolls</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0u</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_dice</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">toss</span><span class="p">,</span>
+<span class="w">				</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">				    </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">);</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="c1">// throw all dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">first_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">it_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+<span class="w">  </span><span class="c1">// number of faces that showed the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+<span class="w">  </span><span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+<span class="w">  </span><span class="c1">// the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">idx_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">it_max</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// no yahtzee :(</span>
+<span class="w">  </span><span class="c1">// we throw (n_dice - n_collected) dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">second_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+<span class="w">  </span><span class="c1">// YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// final chance</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">third_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="n">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;We got &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; times in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span>
+<span class="w">	      </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;YAHTZEE in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Roll a fair die num_dice times.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return A vector of die throw results</span>
+<span class="n">roll_dice</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">ceiling</span><span class="p">(</span><span class="nf">runif</span><span class="p">(</span><span class="n">num_dice</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">))</span>
+<span class="p">}</span>
+
+<span class="c1">#&#39; Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return The number of same sides</span>
+<span class="n">yahtzee</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">most_common_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.numeric</span><span class="p">(</span><span class="nf">names</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))]))[</span><span class="m">1</span><span class="p">]</span>
+<span class="w">  </span><span class="n">how_often</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.vector</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))])[</span><span class="m">1</span><span class="p">]</span>
+
+<span class="w">  </span><span class="c1"># we keep the most common side</span>
+<span class="w">  </span><span class="n">target_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">most_common_side</span>
+<span class="w">  </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">how_often</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="c1"># second and third throw</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">2</span><span class="o">:</span><span class="m">3</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">target_side</span><span class="p">)</span>
+
+<span class="w">    </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">return</span><span class="p">(</span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">sides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="c"># we first throw all dice</span>
+<span class="w">    </span><span class="n">first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># count how many times each side comes up</span>
+<span class="w">    </span><span class="n">side_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">sides</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># collected_side is the dice side we will start collecting</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">collected_side</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+<span class="w">    </span><span class="n">second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># final throw...</span>
+<span class="w">    </span><span class="n">third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-6">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-13-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-13-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-13-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-13-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-13-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-13-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-13-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="kn">import</span> <span class="nn">pytest</span>
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tests</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="n">pytest</span><span class="o">.</span><span class="n">approx</span><span class="p">(</span><span class="mf">0.046</span><span class="p">,</span> <span class="nb">abs</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;yahtzee.hpp&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[toss]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+
+<span class="w">  </span><span class="c1">// we fix both the random device and the random engine.</span>
+<span class="w">  </span><span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">mt19937</span><span class="w"> </span><span class="n">prng</span><span class="p">;</span>
+<span class="w">  </span><span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_1</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_1</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_2</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_2</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_3</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_3</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// try a million throws and see if we get close</span>
+<span class="w">  </span><span class="c1">// to the statistical average of 4.6%</span>
+<span class="w">  </span><span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_trials</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1e6</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_trials</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_tests</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">if </span><span class="p">(</span><span class="o">!</span><span class="nf">require</span><span class="p">(</span><span class="n">testthat</span><span class="p">))</span><span class="w"> </span><span class="nf">install.packages</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;dice is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">set.seed</span><span class="p">(</span><span class="m">42</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">3</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">3</span><span class="p">))</span>
+<span class="p">})</span>
+
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;yahtzee is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">n_games</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1e6</span><span class="w"> </span><span class="c1">#could be very slow, when in doubt change to 1e4</span>
+
+<span class="w">  </span><span class="n">n_winning</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="nf">replicate</span><span class="p">(</span><span class="n">n_games</span><span class="p">,</span><span class="w"> </span><span class="nf">yahtzee</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">n_winning</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_games</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0.046</span>
+<span class="w">  </span><span class="nf">expect_lt</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected</span><span class="p">),</span><span class="w"> </span><span class="m">0.003</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="n">include</span><span class="p">(</span><span class="s">&quot;yahtzee.jl&quot;</span><span class="p">)</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;test roll_dice&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># fix random seed</span>
+<span class="w">    </span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+<span class="w">    </span><span class="c"># known sequence for given seed</span>
+<span class="w">    </span><span class="n">exp_first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_first_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_second_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;testing yahtzee&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># try a million throws and see if we get close</span>
+<span class="w">    </span><span class="c"># to the statistical average of 4.6%</span>
+<span class="w">    </span><span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">    </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">n_tests</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1_000_000</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+<span class="w">        </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">            </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">0.046</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-7">In test-design.md:</a></p>
+<div class="admonition-design-8-design-but-not-write-an-end-to-end-test-for-the-uniq-program exercise important admonition" id="exercise-7">
+<p class="admonition-title">Design-8: Design (but not write) an end-to-end test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>How would you write an end-to-end test for <code class="docutils literal notranslate"><span class="pre">uniq</span></code>?</p>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-8">In test-design.md:</a></p>
+<div class="admonition-design-9-more-end-to-end-testing exercise important admonition" id="exercise-8">
+<p class="admonition-title">Design-9: More end-to-end testing</p>
+<ul class="simple">
+<li><p>Now imagine a code which reads numbers and produces some (floating
+point) numbers. How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-9">In test-design.md:</a></p>
+<div class="admonition-design-10-create-an-actual-end-to-end-test exercise important admonition" id="exercise-9">
+<p class="admonition-title">Design-10: Create an actual end-to-end test</p>
+<p>Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)</p>
+<p>We’ll use the word-count example repository
+<a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>.</p>
+<p>As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>statistics/count.py<span class="w"> </span>data/abyss.txt
+</pre></div>
+</div>
+<p>Your goal is to make a test that can run this and let you know if it’s
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: <code class="docutils literal notranslate"><span class="pre">the</span> <span class="pre">4044</span></code> and <code class="docutils literal notranslate"><span class="pre">and</span> <span class="pre">2807</span></code>.</p>
+<p>Python hint:
+<a class="reference external" href="https://docs.python.org/3/library/subprocess.html#subprocess.check_output">subprocess.check_output</a>
+will run a command and return its output as a string.</p>
+<p>Bash hint: <code class="docutils literal notranslate"><span class="pre">COMMAND</span> <span class="pre">|</span> <span class="pre">grep</span> <span class="pre">&quot;PATTERN&quot;</span></code> (“pipe to grep”) will be true if
+the pattern is in the command.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-7">
+<p class="admonition-title">Solution</p>
+<p>There are two solutions in the repository already, in the <code class="docutils literal notranslate"><span class="pre">tests/</span></code>
+dierectory <a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.</p>
+<p>The shell one works with shell and prints a bit more output:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>sh<span class="w"> </span>tests/end-to-end-shell.sh
+<span class="go">the 4044</span>
+<span class="go">Success: &#39;the&#39; found correct number of times</span>
+<span class="go">and 2807</span>
+<span class="go">Success: &#39;and&#39; found correct number of times</span>
+<span class="go">Success</span>
+</pre></div>
+</div>
+<p>The Python one:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>tests/end-to-end-python.py
+<span class="go">Success</span>
+</pre></div>
+</div>
+</div>
+</div>
+</section>
+<section id="optional-full-cycle-collaborative-workflow">
+<h3>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../full-cycle-ci/#exercise-0">In full-cycle-ci.md:</a></p>
+<div class="admonition-fullci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab-with-pull-requests-and-issues exercise important admonition" id="exercise-0">
+<p class="admonition-title">FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues</p>
+<p>This is an expanded version of the <a class="reference internal" href="../continuous-integration/"><span class="doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<p><a class="reference external" href="../full-cycle-ci/#exercise-1">In full-cycle-ci.md:</a></p>
+<div class="admonition-optional-fullci-2-add-a-license-file-to-the-previous-exercise-s-repository exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) FullCI-2: Add a license file to the previous exercise’s repository</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</section>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../full-cycle-ci/" class="btn btn-neutral float-left" title="(Optional) Full-cycle collaborative workflow" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../quick-reference/" class="btn btn-neutral float-right" title="Quick Reference" 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 project.</p>
+  </div>
+
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index 0000000..87a074a
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+          
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+          <a href="../" class="icon icon-home">
+            Automated testing
+          </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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">(Optional) Full-cycle collaborative workflow</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#exercise-a-full-cycle-collaborative-workflow">Exercise a full-cycle collaborative workflow</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-1-create-a-new-repository-on-github-gitlab">Step 1: Create a new repository on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-2-clone-your-own-repository-add-code-commit-and-push">Step 2: Clone your own repository, add code, commit, and push</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-3-enable-automated-testing">Step 3: Enable automated testing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-4-verify-that-tests-have-been-automatically-run">Step 4: Verify that tests have been automatically run</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-5-add-a-test-which-reveals-a-problem">Step 5: Add a test which reveals a problem</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-6-open-an-issue-on-github-gitlab">Step 6: Open an issue on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-7-fork-and-clone-the-repository-of-your-colleague">Step 7: Fork and clone the repository of your colleague</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-8-fix-the-broken-test">Step 8: Fix the broken test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-9-open-a-pull-request-github-merge-request-gitlab">Step 9: Open a pull request (GitHub)/ merge request (GitLab)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-10-accept-the-pull-request-merge-request">Step 10: Accept the pull request/ merge request</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#discussion">Discussion</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-go-from-here">Where to go from here</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+
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+      <li class="breadcrumb-item active">(Optional) Full-cycle collaborative workflow</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/full-cycle-ci.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="optional-full-cycle-collaborative-workflow">
+<h1>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="exercise-a-full-cycle-collaborative-workflow">
+<h2>Exercise a full-cycle collaborative workflow<a class="headerlink" href="#exercise-a-full-cycle-collaborative-workflow" title="Link to this heading"></a></h2>
+<p>This exercise is a collaborative version of the <a class="reference internal" href="../continuous-integration/"><span class="doc std std-doc">Automated testing exercise</span></a>.</p>
+<div class="admonition-fullci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab-with-pull-requests-and-issues exercise important admonition" id="exercise-0">
+<p class="admonition-title">FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues</p>
+<p>This is an expanded version of the <a class="reference internal" href="../continuous-integration/"><span class="doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/testing_group_work.png"><img alt="Graph with exercise steps" src="../_images/testing_group_work.png" style="width: 300px;" /></a>
+<figcaption>
+<p><span class="caption-text">Overview of this exercise. Below we detail the steps.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<section id="prerequisites">
+<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h3>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab">
+<h3>Step 1: Create a new repository on GitHub/GitLab<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Select a <strong>different repository name</strong> than your colleagues (otherwise forking the same name will be strange)</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Share the repository URL with your exercise group via shared document or chat</p></li>
+</ul>
+</section>
+<section id="step-2-clone-your-own-repository-add-code-commit-and-push">
+<h3>Step 2: Clone your own repository, add code, commit, and push<a class="headerlink" href="#step-2-clone-your-own-repository-add-code-commit-and-push" title="Link to this heading"></a></h3>
+<p>Clone the repository.</p>
+<p>Add a file <code class="docutils literal notranslate"><span class="pre">example.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 8</span>
+
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+</pre></div>
+</div>
+<p>Test <code class="docutils literal notranslate"><span class="pre">example.py</span></code> with <code class="docutils literal notranslate"><span class="pre">pytest</span></code>.</p>
+<p>Then stage the file (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</section>
+<section id="step-3-enable-automated-testing">
+<h3>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-0-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-0-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-0-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Set up
+this workflow” under Python Application:</p>
+<figure class="align-default" id="id2">
+<img alt="Selecting a Python workflow" src="../_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python application</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v2</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.8</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v2</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">3.8</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="w">        </span><span class="no">pip install flake8 pytest</span>
+<span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">        </span><span class="no">pytest example.py</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="../_images/gh_action_commit.png"><img alt="Committing the change" src="../_images/gh_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-0-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</span><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest example.py</span>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id4">
+<a class="reference internal image-reference" href="../_images/gl_action_commit.png"><img alt="Committing the change" src="../_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h3>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-1-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-1-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-1-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-1-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="../_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h3>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h3>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">example.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h3>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h3>
+<p>Open a new issue in your repository about the broken test (click the “Issues” button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fork-and-clone-the-repository-of-your-colleague">
+<h3>Step 7: Fork and clone the repository of your colleague<a class="headerlink" href="#step-7-fork-and-clone-the-repository-of-your-colleague" title="Link to this heading"></a></h3>
+<p>Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout">this visual representation</a>).</p>
+<p><strong>Make sure you clone the fork after you have forked it. Do not clone
+your colleague’s repository directly.</strong></p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-2-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-2-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://gitlab.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="step-8-fix-the-broken-test">
+<h3>Step 8: Fix the broken test<a class="headerlink" href="#step-8-fix-the-broken-test" title="Link to this heading"></a></h3>
+<p>After you have fixed the code, commit the following commit message
+<code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that you try to fix
+issue number 1).</p>
+<p>Then push to your fork.</p>
+</section>
+<section id="step-9-open-a-pull-request-github-merge-request-gitlab">
+<h3>Step 9: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-9-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h3>
+<p>Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#NUMBEROFTHEISSUE</span></code></p>
+</section>
+<section id="step-10-accept-the-pull-request-merge-request">
+<h3>Step 10: Accept the pull request/ merge request<a class="headerlink" href="#step-10-accept-the-pull-request-merge-request" title="Link to this heading"></a></h3>
+<p>Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="discussion">
+<h3>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h3>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+<div class="admonition-optional-fullci-2-add-a-license-file-to-the-previous-exercise-s-repository exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) FullCI-2: Add a license file to the previous exercise’s repository</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h2>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../conclusions/" class="btn btn-neutral float-left" title="Conclusions and recommendations" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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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">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Instructor guide</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#detailed-schedule">Detailed schedule</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#why-we-teach-this-lesson">Why we teach this lesson</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#intended-learning-outcomes">Intended learning outcomes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-we-teach-this-lesson">How we teach this lesson</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#how-to-start">How to start</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#questions-to-involve-participants">Questions to involve participants</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#structure-of-the-lesson">Structure of the lesson</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#motivation-and-concepts">Motivation and concepts</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#testing-locally">Testing locally</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#automated-testing-or-full-cycle-collaborative-workflow">Automated testing (or full-cycle collaborative workflow)</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#test-design">Test design</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#order-of-continuous-integration-and-test-design">Order of Continuous Integration and Test Design</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#timing">Timing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#room-for-improvement">Room for improvement</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#field-reports">Field reports</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#march-first-time-with-no-exercises">2024 March (first time with no exercises)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#september">2023 September</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#march">2023 March</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id1">2022 September</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#november-instructor-training-workshop">2019 November instructor training workshop</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="instructor-guide">
+<h1>Instructor guide<a class="headerlink" href="#instructor-guide" title="Link to this heading"></a></h1>
+<section id="detailed-schedule">
+<h2>Detailed schedule<a class="headerlink" href="#detailed-schedule" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>9:00-9:15 <a class="reference external" href="https://coderefinery.github.io/testing/motivation/">Motivation</a></p></li>
+<li><p>9:15-9:40 <a class="reference external" href="https://coderefinery.github.io/testing/pytest/">Testing locally</a></p>
+<ul>
+<li><p>explain the exercise: 5 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+</ul>
+</li>
+<li><p>9:40-10:00 <a class="reference external" href="https://coderefinery.github.io/testing/continuous-integration/">Automated testing</a></p>
+<ul>
+<li><p>demo</p></li>
+</ul>
+</li>
+<li><p>10:00-10:10 Break</p></li>
+<li><p>10:10-10:50 <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design</a></p>
+<ul>
+<li><p>explain the exercise: 10 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+<li><p>discussion and type-along of advanced exercises: 10 minutes</p></li>
+</ul>
+</li>
+<li><p>10:50-11:00 Discussion and summary</p></li>
+</ul>
+</section>
+<section id="why-we-teach-this-lesson">
+<h2>Why we teach this lesson<a class="headerlink" href="#why-we-teach-this-lesson" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Because writing tests and using automated testing is often part
+of the development process, especially for codes that are larger than
+a simple script.</p></li>
+<li><p>We wish to give learners the tools so that they can rewrite codes and
+collaborate on a code projects with more confidence.</p></li>
+<li><p>Testing can help detecting regressions during development instead of later
+(when using the code) or too late (after having published results).</p></li>
+<li><p>Can simplify collaboration since contributors can be more confident that
+their changes preserve expected functionality.</p></li>
+<li><p>Tests document the intent of the function/module/library/code.</p></li>
+<li><p>Tests can guide the code towards more modular and reusable code style with
+fewer side effects.</p></li>
+</ul>
+</section>
+<section id="intended-learning-outcomes">
+<h2>Intended learning outcomes<a class="headerlink" href="#intended-learning-outcomes" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Know that in each language tools exist that can execute a series of test functions
+and report success or failure.</p></li>
+<li><p>Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+allow us to automatically run tests on every Git push or every pull request or merge request.</p></li>
+<li><p>Be able to approach a function or module or library and design a test for it “in words”
+or pseudo-code.</p></li>
+<li><p>Know what test coverage means and how it can help to detect untested/unused code.</p></li>
+<li><p>Know where in a larger and untested project to start introducing tests since it is beyond
+reach and also probably not reasonable to test everything.</p></li>
+</ul>
+</section>
+<section id="how-we-teach-this-lesson">
+<h2>How we teach this lesson<a class="headerlink" href="#how-we-teach-this-lesson" title="Link to this heading"></a></h2>
+<section id="how-to-start">
+<h3>How to start<a class="headerlink" href="#how-to-start" title="Link to this heading"></a></h3>
+<p>The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.</p>
+</section>
+<section id="questions-to-involve-participants">
+<h3>Questions to involve participants<a class="headerlink" href="#questions-to-involve-participants" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Do you agree that testing software is similar to calibrating detectors?</p></li>
+<li><p>Do you test your code?</p></li>
+<li><p>How and when do you test?</p></li>
+<li><p>Where would you start adding a test in an existing project?</p></li>
+<li><p>In which situations would you recommend not to add any tests?</p></li>
+</ul>
+</section>
+<section id="structure-of-the-lesson">
+<h3>Structure of the lesson<a class="headerlink" href="#structure-of-the-lesson" title="Link to this heading"></a></h3>
+<section id="motivation-and-concepts">
+<h4>Motivation and concepts<a class="headerlink" href="#motivation-and-concepts" title="Link to this heading"></a></h4>
+<p>The former “motivation” and “concepts” episodes have been combined
+into one.  Previously, the lesson was described as quite dogmagtic and
+without enough time for exercises.  When teaching, try to give some of
+the benefits, but without being too long about it.  The quick
+reference has more details on language-specific things.</p>
+</section>
+<section id="testing-locally">
+<h4>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h4>
+<p>After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise “Testing with numerical
+tolerance” can be left as homework.  The end-to-end test may be hard
+for many people who can’t script other programs, but it provides
+something that can keep advanced people interested for longer.</p>
+</section>
+<section id="automated-testing-or-full-cycle-collaborative-workflow">
+<h4>Automated testing (or full-cycle collaborative workflow)<a class="headerlink" href="#automated-testing-or-full-cycle-collaborative-workflow" title="Link to this heading"></a></h4>
+<p>After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode “Full-cycle
+collaborative workflow”, and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.</p>
+<p><strong>If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!</strong></p>
+<p>If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with “fixes
+#1” (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.</p>
+</section>
+<section id="test-design">
+<h4>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h4>
+<p>This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.</p>
+</section>
+<section id="order-of-continuous-integration-and-test-design">
+<h4>Order of Continuous Integration and Test Design<a class="headerlink" href="#order-of-continuous-integration-and-test-design" title="Link to this heading"></a></h4>
+<p>When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.</p>
+</section>
+</section>
+<section id="timing">
+<h3>Timing<a class="headerlink" href="#timing" title="Link to this heading"></a></h3>
+<p>The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with “Full-cycle
+collaborative workflow”, or give more time to the Test Design episode.</p>
+<p>Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.</p>
+</section>
+<section id="room-for-improvement">
+<h3>Room for improvement<a class="headerlink" href="#room-for-improvement" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>The lesson is still too Python centric in the “Testing locally” and “Automated testing” episodes.
+It would be nice to offer alternatives for learners who write in different languages.</p></li>
+<li><p>Currently the lesson is in the “discipline” domain. Testing is
+something you do to control behavior (your own as well as the code).
+Testing is also something you can do to improve productivity, but this
+is less visible/detectable.</p></li>
+</ul>
+</section>
+</section>
+<section id="field-reports">
+<h2>Field reports<a class="headerlink" href="#field-reports" title="Link to this heading"></a></h2>
+<section id="march-first-time-with-no-exercises">
+<h3>2024 March (first time with no exercises)<a class="headerlink" href="#march-first-time-with-no-exercises" title="Link to this heading"></a></h3>
+<p>This was the first year we did the “all demo” mode with no exercises,
+and it worked well enough.  Our rough plan can be seen <a class="reference external" href="https://hackmd.io/cMowYt5nQOqZj0n1wsIlyw">at this
+hackmd</a> (not pasted here
+because it’s kind of long).</p>
+<p>We tried to be fast with motivation, and not go to details. In
+“testing locally”, we basically did the exercise as a demo.  There
+wasn’t much of note, it worked and there was plenty of
+discussion. “Automated testing” worked fine also, except: a) we had to
+choose how to push to Github, we used vscode, but not all learners did
+that method.  Nothing to change here, but be aware you should explain
+what and why you are doing for people who didn’t use your chosen
+method of linking, and b) code coverage didn’t work from a PR from a
+fork.  We had one person set up the automated tests, then swapped
+instructors and showed the second making the fork and contributing.</p>
+<p>The biggest thing to think about is how, when demoing testing
+locally/automated testing, people ask “how to tests work?”, which then
+comes later.  I don’t know if I would change the order,
+though… because showing how to design tests without knowing how to
+use them would make the same kind of questions, but reversed.  I think
+it’s just a “decide how it is and prepare for the questions” - maybe
+in “motivation” or some other summary episode at the start.</p>
+<p>“Test design” didn’t have any major problems, but many of the tests
+were relatively simple to discuss: the earlier tests would be trivial
+to understand if someone shows you the code (should we demonstrate
+typing two lines that’s the same as in motivation? - but interesting
+to do as an exercise).  Some of the later ones were interesting to
+build up and demonstrate.  It would be good to think which exercises
+one wants to demo, and which one wants to only talk about.  And think
+which comes out of each demo/telling.</p>
+<p>Overall, no major issues in doing this demo-based with good
+familiarity but limited preparation time.</p>
+</section>
+<section id="september">
+<h3>2023 September<a class="headerlink" href="#september" title="Link to this heading"></a></h3>
+<p>For this lesson, “Motivation” and “Concepts” were combined.  An extra
+end-to-end test was added under “testing locally”.</p>
+</section>
+<section id="march">
+<h3>2023 March<a class="headerlink" href="#march" title="Link to this heading"></a></h3>
+<p>Due to a mix-up with instructors, we changed the plan at the last
+minute and it didn’t go so well (we should have known).  The original
+plan had pytest as a demo, with exercises for Github CI and test
+design.  We did pytest as an exercise, Github CI as an exercise, and
+had almost no time for test design.  One complaint was that there
+wasn’t enough time for practical things, so I think a plan like last
+time could have been good.  As usual, we should have found a way to
+talk less and do more.</p>
+<p>This was the schedule from March 2023:</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 [<span class="nt">Software testing</span>](<span class="na">https://coderefinery.github.io/testing/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="id1">
+<h3>2022 September<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<p>Overall, it went well with the schedule below.  We had to be
+efficient, but it seemed like it wasn’t too hard.  The only complaint
+was that there was a lot of time for the first exercise (pytest
+locally), which I would agree with.  I think for next time, we should
+add in parts of that exercise so that there are more advanced things
+to do, since there are more nice features of pytest, such as <code class="docutils literal notranslate"><span class="pre">--pdb</span></code>,
+running single tests, etc.  Other than that, there wasn’t really much
+to report.</p>
+<p>The way extra long breaks and a 5-minute starting point were included
+is quite good for the schedule.  Not because we needed them, but it
+allowed us to go over time and not be under so much time pressure.</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="gs">**Day 6**</span>
+<span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 Software testing
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="november-instructor-training-workshop">
+<h3>2019 November instructor training workshop<a class="headerlink" href="#november-instructor-training-workshop" title="Link to this heading"></a></h3>
+<p>Some notes about teaching are here:
+<a class="reference external" href="https://github.com/coderefinery/testing/issues/42">https://github.com/coderefinery/testing/issues/42</a></p>
+</section>
+</section>
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+    <link rel="search" title="Search" href="search/" />
+    <link rel="next" title="Motivation" href="motivation/" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <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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+          <a href="#" class="icon icon-home">
+            Automated testing
+          </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">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+
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+              <a href="https://github.com/coderefinery/testing/blob/main/content/index.rst" class="fa fa-github"> Edit on GitHub</a>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code">
+<h1>Automated testing - Preventing yourself and others from breaking your functioning code<a class="headerlink" href="#automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code" title="Link to this heading"></a></h1>
+<p>Have you ever had some of these problems?:</p>
+<ul class="simple">
+<li><p>You change B and C, and suddenly A doesn’t work anymore.  Time
+wasted trying to figure out what changed.</p></li>
+<li><p>There was some simple problem, systematically testing could have
+found it.</p></li>
+<li><p>You get someone else’s code and are afraid to touch it because who
+knows what might break.  Plot twist: it’s your own code!</p></li>
+</ul>
+<p>People have learned that some automatic way to check problems makes
+software development much easier.  This lesson will talk about the
+places it’s useful for research code, and how easy it can be.
+We will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see how automated testing works and practice designing and writing tests.</p>
+<div class="admonition-prerequisites prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Prerequisites</p>
+<ol class="arabic simple">
+<li><p>You need <a class="reference external" href="http://doc.pytest.org">pytest</a> (as part of Anaconda or Miniconda or Virtual Environment).</p></li>
+<li><p>(Optional) To work on exercises in other languages than Python,
+please follow the instructions under “Language-specific
+instructions” in the <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design episode</a>
+to install the recommended testing frameworks.</p></li>
+<li><p>Basic understanding of Git.</p></li>
+<li><p>You need a <a class="reference external" href="https://github.com">GitHub</a> or a <a class="reference external" href="https://gitlab.com/">Gitlab</a> account for the “automated testing” and
+“full-cycle collaborative workflow” (but the rest works fine
+just locally).</p></li>
+</ol>
+</div>
+<table class="docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p>15 min</p></td>
+<td><p><a class="reference internal" href="motivation/"><span class="doc">Motivation</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>25 min</p></td>
+<td><p><a class="reference internal" href="pytest/"><span class="doc">Testing locally</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="continuous-integration/"><span class="doc">Automated testing</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="test-design/"><span class="doc">Test design</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>5 min</p></td>
+<td><p><a class="reference internal" href="conclusions/"><span class="doc">Conclusions and recommendations</span></a></p></td>
+</tr>
+</tbody>
+</table>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+</div>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="guide/">Instructor guide</a></li>
+</ul>
+</div>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="motivation/" class="btn btn-neutral float-right" title="Motivation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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+    <link rel="search" title="Search" href="../search/" />
+    <link rel="next" title="Testing locally" href="../pytest/" />
+    <link rel="prev" title="Automated testing - Preventing yourself and others from breaking your functioning code" href="../" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
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+            Automated testing
+          </a>
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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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Motivation</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#untested-software-can-be-compared-to-uncalibrated-detectors">Untested software can be compared to uncalibrated detectors</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-in-a-nutshell">Testing in a nutshell</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#what-can-tests-help-you-do">What can tests help you do?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#discussion-when-is-it-ok-not-to-add-tests">Discussion: When is it OK not to add tests?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#discussion-what-s-easy-and-hard-to-test">Discussion: What’s easy and hard to test?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#types-of-tests">Types of tests</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#what-should-you-do">What should you do?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-start">Where to start</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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="../">Automated testing</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">Motivation</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/motivation.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="motivation">
+<h1>Motivation<a class="headerlink" href="#motivation" 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>Appreciate the importance of testing software</p></li>
+<li><p>Understand various benefits of testing</p></li>
+</ul>
+</div>
+<section id="untested-software-can-be-compared-to-uncalibrated-detectors">
+<h2>Untested software can be compared to uncalibrated detectors<a class="headerlink" href="#untested-software-can-be-compared-to-uncalibrated-detectors" title="Link to this heading"></a></h2>
+<p><em>“Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response.”</em></p>
+<blockquote>
+<div><p>[From <a class="reference external" href="https://carpentries-incubator.github.io/python-testing/">Testing and Continuous Integration with Python</a>, created by K. Huff]</p>
+</div></blockquote>
+<p>With testing, simulations and analysis using software <em>can</em> be held to the same standards as experimental measurement devices!</p>
+<p>What can go wrong when research software has bugs?  Look no further:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://science.sciencemag.org/content/314/5807/1856.summary">A Scientist’s Nightmare: Software Problem Leads to Five Retractions</a></p></li>
+<li><p><a class="reference external" href="https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/">Researchers find bug in Python script may have affected hundreds of studies</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="testing-in-a-nutshell">
+<h2>Testing in a nutshell<a class="headerlink" href="#testing-in-a-nutshell" title="Link to this heading"></a></h2>
+<p>In software tests, expected results are compared with observed results
+in order to establish accuracy.  Why are we not comparing directly all
+digits with the expected result?:</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Converts temperature in Fahrenheit</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="c1"># This is the test function: `assert` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="k">def</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>
+    
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cmath&gt;</span><span class="c1">  // std::abs</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">std</span><span class="p">;</span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">double</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mf">9.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* This is the test function: `throws` raises an error if something is wrong. */</span>
+<span class="kt">void</span><span class="w"> </span><span class="nf">test_fahrenheit_to_celsius</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span><span class="p">;</span>
+<span class="w">  </span><span class="k">try</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">throw</span><span class="w"> </span><span class="s">&quot;Error&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">catch</span><span class="w"> </span><span class="p">(</span><span class="kt">char</span><span class="w"> </span><span class="k">const</span><span class="o">*</span><span class="w"> </span><span class="n">err</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">err</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+<span class="w">  </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">();</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Converts temperature in Fahrenheit to Celsius.</span>
+<span class="n">fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="m">5.0</span><span class="o">/</span><span class="m">9.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">temp_c</span>
+<span class="p">}</span>
+
+<span class="c1"># This is the test function: `assertive::is_true` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="n">test_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">100.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected_result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">37.777777</span>
+<span class="w">  </span><span class="n">assertive</span><span class="o">::</span><span class="nf">is_true</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">1.0e-6</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-Julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    fahrenheit_to_celsius(temp_f::Float)</span>
+
+<span class="s">Converts temperature in Fahrenheit to Celsius.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span>
+<span class="k">end</span>
+
+
+<span class="c"># This is the test section</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test fahrenheit_to_celsius&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">1.0e-6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">program </span><span class="n">temperature_conversion</span>
+
+<span class="k">implicit none</span>
+<span class="k">call </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+
+<span class="k">contains</span>
+
+<span class="k">function </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_f</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">3</span><span class="mf">2.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius</span>
+
+<span class="k">subroutine </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">expected_result</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+<span class="w">   </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="mf">7.777777</span>
+<span class="w">   </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Error&#39;</span>
+<span class="w">   </span><span class="k">else</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span>
+<span class="w">   </span><span class="k">end if</span>
+<span class="k">end subroutine </span><span class="n">test_fahrenheit_to_celsius</span>
+
+<span class="k">end program </span><span class="n">temperature_conversion</span>
+</pre></div>
+</div>
+</div></div>
+<p>Or you can test whole programs:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>run-test.py
+
+<span class="go">running: sample_data/set1.csv --output=tests/set1.txt</span>
+<span class="go">CORRECT</span>
+</pre></div>
+</div>
+</section>
+<hr class="docutils" />
+<section id="what-can-tests-help-you-do">
+<h2>What can tests help you do?<a class="headerlink" href="#what-can-tests-help-you-do" title="Link to this heading"></a></h2>
+<p><strong>Preserving expected functionality</strong></p>
+<ul class="simple">
+<li><p>Check old things when you add new ones</p></li>
+</ul>
+<p><strong>Help users of your code</strong></p>
+<ul class="simple">
+<li><p>Verify it’s installed correctly and works.</p></li>
+<li><p>See examples of what it should do.</p></li>
+</ul>
+<p><strong>Help other developers modify it</strong></p>
+<ul class="simple">
+<li><p>Change things with confidence that nothing is breaking.</p></li>
+<li><p>Warning if documentation/examples go out of date.</p></li>
+</ul>
+<p><strong>Manage complexity</strong></p>
+<ul class="simple">
+<li><p>If code is easy to test, it’s probably easier to maintain.</p></li>
+<li><p>The next lesson <a class="reference external" href="https://coderefinery.github.io/modular-type-along/">Modular code development</a>
+demonstrates this.</p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="discussion-when-is-it-ok-not-to-add-tests">
+<h2>Discussion: When is it OK not to add tests?<a class="headerlink" href="#discussion-when-is-it-ok-not-to-add-tests" title="Link to this heading"></a></h2>
+<div class="admonition-discussion-when-is-it-ok-not-to-add-tests discussion important admonition" id="discussion-0">
+<p class="admonition-title">Discussion: When is it OK not to add tests?</p>
+<p>Vote in the notes and we’ll discuss soon.  <strong>It is always a balance: there is no “always”/”never”</strong>.</p>
+<ol class="arabic simple">
+<li><p>Jupyter or R Markdown notebook which produces a plot and you know by
+looking at the plot whether it worked?</p></li>
+<li><p>A short, “obviously correct” Python or R script which you never intend to reuse?</p></li>
+<li><p>A simple short, “obviously correct” shell script?</p></li>
+<li><p>Can you give other examples?</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="discussion-what-s-easy-and-hard-to-test">
+<h2>Discussion: What’s easy and hard to test?<a class="headerlink" href="#discussion-what-s-easy-and-hard-to-test" title="Link to this heading"></a></h2>
+<div class="admonition-discussion-testing-in-practice discussion important admonition" id="discussion-1">
+<p class="admonition-title">Discussion: Testing in practice</p>
+<p>Use the collaborative notes to answer these questions:</p>
+<ol class="arabic simple">
+<li><p>Give examples of things (from your work) that are easy to test.</p></li>
+<li><p>Give examples of things (from your work) that are hard to test.</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="types-of-tests">
+<h2>Types of tests<a class="headerlink" href="#types-of-tests" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Test functions one at a time - <strong>Unit tests</strong></p></li>
+<li><p>Test how parts work together - <strong>Integration tests</strong></p></li>
+<li><p>Test the whole thing running - <strong>End-to-end tests</strong></p>
+<ul>
+<li><p>For example, running on sample data.</p></li>
+</ul>
+</li>
+<li><p>Check same results as before - <strong>Regression tests</strong></p></li>
+<li><p>Write test first (the output), then write code to make test pass -
+<strong>Test-driven development</strong></p></li>
+<li><p>GitHub or GitLab runs tests automatically - <strong>Continuous
+integration</strong></p></li>
+<li><p>Report that tells you which lines were/were not run by tests -
+<strong>Code coverage</strong></p></li>
+<li><p>Framework that runs test for you - <strong>Testing framework</strong></p>
+<ul>
+<li><p>See <a class="reference internal" href="../quick-reference/"><span class="doc std std-doc">Quick Reference</span></a> for some examples.</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="what-should-you-do">
+<h2>What should you do?<a class="headerlink" href="#what-should-you-do" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Not every code needs perfect test coverage.</p></li>
+<li><p>If code is interactive-only (Jupyter Notebook), it’s usually hard to
+test.</p>
+<ul>
+<li><p>But also hard to run: the next lesson will discuss!</p></li>
+</ul>
+</li>
+<li><p>At least end-to-end is often easy to add.</p></li>
+<li><p>Add tests of tricky functions.</p>
+<ul>
+<li><p>If you’d have to run it over and over to test while writing, why
+not make it a property test?</p></li>
+</ul>
+</li>
+<li><p>It’s easy to have Gitlab/Github run the tests.</p>
+<ul>
+<li><p>It’s nice to push without thinking, and the system tells you when
+it’s broke.</p></li>
+</ul>
+</li>
+<li><p><strong>Learning how to test well make the rest of your code better, too.</strong></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="where-to-start">
+<h2>Where to start<a class="headerlink" href="#where-to-start" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>A simple script or notebook probably does not need an automated test.</p></li>
+</ul>
+<p><strong>If you have nothing yet</strong></p>
+<ul class="simple">
+<li><p>Start with an end-to-end test.</p></li>
+<li><p>Describe in words how <em>you</em> check whether the code still works.</p></li>
+<li><p>Translate the words into a script.</p></li>
+<li><p>Run the script automatically on every code change.</p></li>
+</ul>
+<p><strong>If you want to start with unit-testing</strong></p>
+<ul class="simple">
+<li><p>You want to rewrite a function? Start adding a unit test right there first.</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../" class="btn btn-neutral float-left" title="Automated testing - Preventing yourself and others from breaking your functioning code" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../pytest/" class="btn btn-neutral float-right" title="Testing locally" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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+          <a href="../" class="icon icon-home">
+            Automated testing
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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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Testing locally</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#exercise-pytest">Exercise pytest</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
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+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">All lessons</a></li>
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+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="testing-locally">
+<h1>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How hard is it to implement a test suite using pytest?</p></li>
+</ul>
+</div>
+<section id="exercise-pytest">
+<h2>Exercise <a class="reference external" href="http://doc.pytest.org">pytest</a><a class="headerlink" href="#exercise-pytest" title="Link to this heading"></a></h2>
+<p>In this exercise we will make a simple Python function and use
+<a class="reference external" href="http://doc.pytest.org">pytest</a> to test it.</p>
+<ul class="simple">
+<li><p>This is easy to use by almost any Python project and doesn’t rely on any
+other servers or services.  Similar things exist in other languages.</p></li>
+<li><p>The downside is that you have to remember to run it yourself.</p></li>
+</ul>
+<p>We will try to
+keep things simple so that those who do not use Python can follow.</p>
+<div class="admonition-local-1-create-a-minimal-pytest-example-15-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Local-1: Create a minimal Pytest example (15 min)</p>
+<p>In this exercise, we will create a minimal example using
+the <a class="reference external" href="http://doc.pytest.org">pytest</a>, run the test, and show what
+happens when a test breaks.</p>
+<ol class="arabic">
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir<span class="w"> </span>pytest-example
+<span class="gp">$ </span><span class="nb">cd</span><span class="w"> </span>pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add PASSED</span>
+
+<span class="go">========================================================= 1 passed in 0.01 seconds ===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add FAILED</span>
+
+<span class="go">================================================================= FAILURES =======================================</span>
+<span class="go">_________________________________________________________________ test_add _______________________________________</span>
+
+<span class="go">    def test_add():</span>
+<span class="go">&gt;       assert add(2, 3) == 5</span>
+<span class="go">E       assert -1 == 5</span>
+<span class="go">E         --1</span>
+<span class="go">E         +5</span>
+
+<span class="go">example.py:6: AssertionError</span>
+<span class="go">========================================================= 1 failed in 0.05 seconds ==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<div class="admonition-optional-local-2-create-a-test-that-considers-numerical-tolerance-10-min exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) Local-2: Create a test that considers numerical tolerance (10 min)</p>
+<p>Let’s see an example where the test has to be more clever in order to
+avoid false negative.</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<div class="admonition-solution-local-2 solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution: Local-2</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+<hr class="docutils" />
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>pytest collects and runs all test functions starting with
+<code class="docutils literal notranslate"><span class="pre">test_</span></code>. If run on a directory, it collects all files matching <code class="docutils literal notranslate"><span class="pre">test_*.py</span></code></p></li>
+<li><p>Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via <code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code>).</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../motivation/" class="btn btn-neutral float-left" title="Motivation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../continuous-integration/" class="btn btn-neutral float-right" title="Automated testing" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Quick Reference</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#available-tools">Available tools</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#unit-test-frameworks">Unit test frameworks</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#pytest">pytest_</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#testthat">testthat</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#test">Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#catch2">Catch2</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#google-test">Google Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#boost-test">Boost.Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#pfunit">pFUnit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#services-to-deploy-testing-and-coverage">Services to deploy testing and coverage</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="quick-reference">
+<h1>Quick Reference<a class="headerlink" href="#quick-reference" title="Link to this heading"></a></h1>
+<section id="available-tools">
+<h2>Available tools<a class="headerlink" href="#available-tools" title="Link to this heading"></a></h2>
+<section id="unit-test-frameworks">
+<h3>Unit test frameworks<a class="headerlink" href="#unit-test-frameworks" title="Link to this heading"></a></h3>
+<p>A <strong>test framework</strong> makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.</p>
+<ul class="simple">
+<li><p>Python</p>
+<ul>
+<li><p><a class="reference internal" href="#pytest-ref"><span class="std std-ref">pytest</span></a></p></li>
+<li><p><a class="reference external" href="http://nose.readthedocs.io">nose</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/doctest.html">doctest</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/unittest.html">unittest</a></p></li>
+</ul>
+</li>
+<li><p>R</p>
+<ul>
+<li><p><a class="reference internal" href="#testthat"><span class="std std-ref">testthat</span></a></p></li>
+</ul>
+</li>
+<li><p>Julia</p>
+<ul>
+<li><p><a class="reference internal" href="#test"><span class="std std-ref">Test</span></a></p></li>
+</ul>
+</li>
+<li><p>Matlab</p>
+<ul>
+<li><p><a class="reference external" href="https://www.mathworks.com/help/matlab/class-based-unit-tests.html">Class-Based Unit Tests</a></p></li>
+</ul>
+</li>
+<li><p>C(++)</p>
+<ul>
+<li><p><a class="reference internal" href="#google-test"><span class="std std-ref">Google Test</span></a></p></li>
+<li><p><a class="reference internal" href="#catch2"><span class="std std-ref">Catch2</span></a></p></li>
+<li><p><a class="reference external" href="https://freedesktop.org/wiki/Software/cppunit/">cppunit</a></p></li>
+<li><p><a class="reference internal" href="#boost-test"><span class="std std-ref">Boost.Test</span></a></p></li>
+<li><p><a class="reference external" href="http://unittest-cpp.github.io">UnitTest++</a></p></li>
+</ul>
+</li>
+<li><p>Fortran</p>
+<ul>
+<li><p><a class="reference internal" href="#pfunit"><span class="std std-ref">pFUnit</span></a></p></li>
+<li><p><a class="reference external" href="https://sourceforge.net/projects/fortranxunit/">FRUIT</a></p></li>
+<li><p><a class="reference external" href="http://flibs.sourceforge.net/ftnunit.html">Ftunit</a></p></li>
+</ul>
+</li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pytest">
+<span id="pytest-ref"></span><h3>pytest_<a class="headerlink" href="#pytest" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Python</p></li>
+<li><p><a class="reference external" href="http://doc.pytest.org">http://doc.pytest.org</a></p></li>
+<li><p>Installable via Conda or pip.</p></li>
+<li><p>Easy to use: Prefix a function with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and the test runner will execute it.
+No need to subclass anything.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Returns a list of integers representing</span>
+<span class="sd">    the word lengths in string s.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">w</span><span class="p">)</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">split</span><span class="p">()]</span>
+
+<span class="k">def</span> <span class="nf">test_get_word_lengths</span><span class="p">():</span>
+    <span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;Three tomatoes are walking down the street&quot;</span>
+    <span class="k">assert</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pytest-demo/builds/104182942">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pytest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="testthat">
+<span id="id1"></span><h3>testthat<a class="headerlink" href="#testthat" title="Link to this heading"></a></h3>
+<ul>
+<li><p>R</p></li>
+<li><p><a class="reference external" href="https://github.com/r-lib/testthat">https://github.com/r-lib/testthat</a></p></li>
+<li><p>Easily installed from CRAN with <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>, or from GitHub with <code class="docutils literal notranslate"><span class="pre">devtools::install_github(&quot;r-lib/testthat&quot;)</span></code></p></li>
+<li><p>Use in package development with <code class="docutils literal notranslate"><span class="pre">usethis::use_testthat()</span></code></p></li>
+<li><p>Add a new test file with <code class="docutils literal notranslate"><span class="pre">usethis::use_test(&quot;test-name&quot;)</span></code>, e.g.:</p>
+<div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="c1"># tests/testthat/test_example.R</span>
+<span class="c1"># file added by running `usethis::use_test(&quot;example&quot;)`</span>
+
+<span class="nf">context</span><span class="p">(</span><span class="s">&quot;Arithmetics&quot;</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="s">&quot;mypackage&quot;</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;square root function works&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_warning</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">-4</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+<p>Tests consist of one or more <em>expectations</em>, and multiple tests can be grouped together in one test file.
+Test files are put in the directory <code class="docutils literal notranslate"><span class="pre">tests/testthat/</span></code>, and their file names are prefixed with <code class="docutils literal notranslate"><span class="pre">test_</span></code>.</p>
+</li>
+<li><p>Run all tests in package with <code class="docutils literal notranslate"><span class="pre">devtools::test()</span></code> (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>&gt; devtools::test()
+Loading mypackage
+Testing mypackage
+✔ |  OK F W S | Context
+✔ |   2       | Arithmetics
+
+══ Results ═════════════════════════════════════════════════════════════════════
+OK:       2
+Failed:   0
+Warnings: 0
+Skipped:  0
+</pre></div>
+</div>
+</li>
+</ul>
+<p>More information in the <a class="reference external" href="http://r-pkgs.had.co.nz/tests.html">Testing chapter</a> of the book <a class="reference external" href="http://r-pkgs.had.co.nz">R Packages</a> by Hadley Wickham.</p>
+<hr class="docutils" />
+</section>
+<section id="test">
+<span id="id2"></span><h3>Test<a class="headerlink" href="#test" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Julia</p></li>
+<li><ul>
+<li><p><a class="reference external" href="https://docs.julialang.org/en/v1/stdlib/Test/">Documentation</a></p></li>
+</ul>
+</li>
+<li><p>Part of the standard library</p></li>
+<li><p>Provides simple unit testing functionality with
+<code class="docutils literal notranslate"><span class="pre">&#64;test</span></code> and <code class="docutils literal notranslate"><span class="pre">&#64;test_throws</span></code> macros:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># approximate comparisons:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="nb">π</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">3.14</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.01</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># Tests that an expression throws exception:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">BoundsError</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">][</span><span class="mi">4</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">BoundsError</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DimensionMismatch</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">DimensionMismatch</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p>Grouping related tests with the <code class="docutils literal notranslate"><span class="pre">&#64;testset</span></code> macro:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">length</span><span class="p">(</span><span class="n">w</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">split</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Testing get_word_length()&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">text</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Three tomatoes are walking down the street&quot;</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">number</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">123</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+<hr class="docutils" />
+</section>
+<section id="catch2">
+<span id="id3"></span><h3>Catch2<a class="headerlink" href="#catch2" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://github.com/catchorg/Catch2">Project page with installation instructions</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Header-only</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Use the example library to add numbers&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[add]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="n">_a</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="google-test">
+<span id="id4"></span><h3>Google Test<a class="headerlink" href="#google-test" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://google.github.io/googletest/">Documentation</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;gtest/gtest.h&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">TEST</span><span class="p">(</span><span class="n">example</span><span class="p">,</span><span class="w"> </span><span class="n">add</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="kt">double</span><span class="w"> </span><span class="n">res</span><span class="p">;</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">ASSERT_NEAR</span><span class="p">(</span><span class="n">res</span><span class="p">,</span><span class="w"> </span><span class="mf">3.0</span><span class="p">,</span><span class="w"> </span><span class="mf">1.0e-11</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/gtest-demo/builds/104190982">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/gtest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="boost-test">
+<span id="id5"></span><h3>Boost.Test<a class="headerlink" href="#boost-test" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html">Documentation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Header-only use possible</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;boost/test/unit_test.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">BOOST_AUTO_TEST_CASE</span><span class="p">(</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">BOOST_TEST</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pfunit">
+<span id="id6"></span><h3>pFUnit<a class="headerlink" href="#pfunit" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Fortran</p></li>
+<li><p><a class="reference external" href="https://github.com/Goddard-Fortran-Ecosystem/pFUnit">Documentation and installation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Requires modern Fortran compilers (uses F2003 standard)</p></li>
+</ul>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_add_numbers</span><span class="p">()</span>
+
+   <span class="n">use</span> <span class="n">hello</span>
+   <span class="n">use</span> <span class="n">pfunit_mod</span>
+
+   <span class="n">implicit</span> <span class="n">none</span>
+
+   <span class="n">real</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span> <span class="p">::</span> <span class="n">res</span>
+
+   <span class="n">call</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="n">d0</span><span class="p">,</span> <span class="mf">2.0</span><span class="n">d0</span><span class="p">,</span> <span class="n">res</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="mf">3.0</span><span class="n">d0</span><span class="p">)</span>
+
+<span class="n">end</span> <span class="n">subroutine</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference internal" href="../code/fortran/build_pFUnit/"><span class="doc std std-doc">Example installation instructions</span></a></p></li>
+</ul>
+<p>To test the <code class="docutils literal notranslate"><span class="pre">factorial</span></code> and <code class="docutils literal notranslate"><span class="pre">fizzbuzz</span></code> functions from the <a class="reference internal" href="../test-design/"><span class="doc std std-doc">test-design
+exercises</span></a>, use this <code class="docutils literal notranslate"><span class="pre">CMakeLists.txt</span></code> file:</p>
+<div class="highlight-cmake notranslate"><div class="highlight"><pre><span></span><span class="nb">cmake_minimum_required</span><span class="p">(</span><span class="s">VERSION</span><span class="w"> </span><span class="s">3.12</span><span class="p">)</span>
+
+<span class="nb">project</span><span class="w"> </span><span class="p">(</span><span class="s">PFUNIT_DEMO_CR</span>
+<span class="w">  </span><span class="s">VERSION</span><span class="w"> </span><span class="s">1.0.0</span>
+<span class="w">  </span><span class="s">LANGUAGES</span><span class="w"> </span><span class="s">Fortran</span><span class="p">)</span>
+
+<span class="nb">find_package</span><span class="p">(</span><span class="s">PFUNIT</span><span class="w"> </span><span class="s">REQUIRED</span><span class="p">)</span>
+<span class="nb">enable_testing</span><span class="p">()</span>
+
+<span class="c"># system under test</span>
+<span class="nb">add_library</span><span class="w"> </span><span class="p">(</span><span class="s">sut</span>
+<span class="w">  </span><span class="s">factorial.f90</span>
+<span class="w">  </span><span class="s">fizzbuzz.f90</span>
+<span class="w">  </span><span class="p">)</span>
+
+<span class="nb">target_include_directories</span><span class="p">(</span><span class="s">sut</span><span class="w"> </span><span class="s">PUBLIC</span><span class="w"> </span><span class="o">${</span><span class="nv">CMAKE_CURRENT_BINARY_DIR</span><span class="o">}</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nb">set</span><span class="w"> </span><span class="p">(</span><span class="s">test_srcs</span><span class="w"> </span><span class="s">test_factorial.pf</span><span class="w"> </span><span class="s">test_fizzbuzz.pf</span><span class="p">)</span>
+<span class="nb">add_pfunit_ctest</span><span class="w"> </span><span class="p">(</span><span class="s">my_tests</span>
+<span class="w">  </span><span class="s">TEST_SOURCES</span><span class="w"> </span><span class="o">${</span><span class="nv">test_srcs</span><span class="o">}</span>
+<span class="w">  </span><span class="s">LINK_LIBRARIES</span><span class="w"> </span><span class="s">sut</span>
+<span class="w">  </span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can then compile using this script:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/bash -f</span>
+
+<span class="k">if</span><span class="w"> </span><span class="o">[[</span><span class="w"> </span>-d<span class="w"> </span>build<span class="w"> </span><span class="o">]]</span>
+<span class="k">then</span>
+<span class="w">    </span>rm<span class="w"> </span>-rf<span class="w"> </span>build
+<span class="k">fi</span>
+
+mkdir<span class="w"> </span>-p<span class="w"> </span>build
+<span class="nb">cd</span><span class="w"> </span>build
+cmake<span class="w"> </span>..<span class="w"> </span>-DCMAKE_PREFIX_PATH<span class="o">=</span><span class="nv">$PFUNIT_DIR</span>
+make
+./my_tests
+
+<span class="c1"># or</span>
+<span class="c1"># ctest --verbose</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pfunit-demo/builds/104193675">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pfunit-demo">Example project</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="services-to-deploy-testing-and-coverage">
+<h3>Services to deploy testing and coverage<a class="headerlink" href="#services-to-deploy-testing-and-coverage" title="Link to this heading"></a></h3>
+<p>Each of these are web services to handle testing, free for open source
+projects.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/features/actions">GitHub Actions</a> (we will
+demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://about.gitlab.com/features/gitlab-ci-cd/">GitLab CI</a>
+(we will demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://azure.microsoft.com/en-us/services/devops/pipelines/">Azure Pipelines</a></p></li>
+<li><p><a class="reference external" href="https://coveralls.io">Coveralls</a></p></li>
+<li><p><a class="reference external" href="https://codecov.io">Codecov</a></p></li>
+</ul>
+</section>
+</section>
+<hr class="docutils" />
+<section id="good-resources">
+<h2>Good resources<a class="headerlink" href="#good-resources" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p><a class="reference external" href="https://realpython.com/python-testing/">Getting Started With Testing in Python</a></p></li>
+<li><p><a class="reference external" href="http://pythontesting.net/start-here/">Introductions to Python Testing Frameworks</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Testing is a basic requirement of any possible language</p></li>
+<li><p>There are various tools for any language you may use</p></li>
+<li><p>There are free web services for open source</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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diff --git a/branch/main/searchindex.js b/branch/main/searchindex.js
new file mode 100644
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+/* Compatability shim for jQuery and underscores.js.
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+ * Released under the two clause BSD licence
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diff --git a/branch/main/singlehtml/_static/basic.css b/branch/main/singlehtml/_static/basic.css
new file mode 100644
index 0000000..30fee9d
--- /dev/null
+++ b/branch/main/singlehtml/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2023 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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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 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\ 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 @@
+.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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diff --git a/branch/main/singlehtml/_static/css/fonts/Roboto-Slab-Regular.woff b/branch/main/singlehtml/_static/css/fonts/Roboto-Slab-Regular.woff
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diff --git a/branch/main/singlehtml/_static/css/fonts/fontawesome-webfont.eot b/branch/main/singlehtml/_static/css/fonts/fontawesome-webfont.eot
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index 0000000..e9f60ca
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diff --git a/branch/main/singlehtml/_static/css/fonts/fontawesome-webfont.svg b/branch/main/singlehtml/_static/css/fonts/fontawesome-webfont.svg
new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/branch/main/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" 
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+    <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" 
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+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
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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..d06a71d
--- /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 2007-2023 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 @@
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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..250f566
--- /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 2007-2023 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, is 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
Binary files /dev/null and b/branch/main/singlehtml/_static/plus.png differ
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 */
+.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 */
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+.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 .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
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+.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 */
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+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
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+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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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..7918c3f
--- /dev/null
+++ b/branch/main/singlehtml/_static/searchtools.js
@@ -0,0 +1,574 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 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)
+          );
+        // 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.`
+    );
+};
+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);
+};
+
+/**
+ * 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) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you 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);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    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;
+
+    // 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]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            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] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((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;
+    });
+
+    // 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;
+    }, []);
+
+    results = results.reverse();
+
+    // 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);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], 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.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [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) => {
+    const text = Search.htmlToText(htmlText);
+    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/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");
+  }
+}
+
+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"];
+      }
+    });
+  });
+}
diff --git a/branch/main/singlehtml/index.html b/branch/main/singlehtml/index.html
new file mode 100644
index 0000000..fea81bf
--- /dev/null
+++ b/branch/main/singlehtml/index.html
@@ -0,0 +1,3561 @@
+<!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" />
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+            Automated testing
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-motivation">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-pytest">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-continuous-integration">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-test-design">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-conclusions">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-full-cycle-ci">(Optional) Full-cycle collaborative workflow</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="index.html#document-exercises">List of exercises</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code">
+<h1>Automated testing - Preventing yourself and others from breaking your functioning code<a class="headerlink" href="#automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code" title="Link to this heading"></a></h1>
+<p>Have you ever had some of these problems?:</p>
+<ul class="simple">
+<li><p>You change B and C, and suddenly A doesn’t work anymore.  Time
+wasted trying to figure out what changed.</p></li>
+<li><p>There was some simple problem, systematically testing could have
+found it.</p></li>
+<li><p>You get someone else’s code and are afraid to touch it because who
+knows what might break.  Plot twist: it’s your own code!</p></li>
+</ul>
+<p>People have learned that some automatic way to check problems makes
+software development much easier.  This lesson will talk about the
+places it’s useful for research code, and how easy it can be.
+We will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see how automated testing works and practice designing and writing tests.</p>
+<div class="admonition-prerequisites prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Prerequisites</p>
+<ol class="arabic simple">
+<li><p>You need <a class="reference external" href="http://doc.pytest.org">pytest</a> (as part of Anaconda or Miniconda or Virtual Environment).</p></li>
+<li><p>(Optional) To work on exercises in other languages than Python,
+please follow the instructions under “Language-specific
+instructions” in the <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design episode</a>
+to install the recommended testing frameworks.</p></li>
+<li><p>Basic understanding of Git.</p></li>
+<li><p>You need a <a class="reference external" href="https://github.com">GitHub</a> or a <a class="reference external" href="https://gitlab.com/">Gitlab</a> account for the “automated testing” and
+“full-cycle collaborative workflow” (but the rest works fine
+just locally).</p></li>
+</ol>
+</div>
+<table class="docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p>15 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-motivation"><span class="doc">Motivation</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>25 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-pytest"><span class="doc">Testing locally</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-continuous-integration"><span class="doc">Automated testing</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-test-design"><span class="doc">Test design</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>5 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-conclusions"><span class="doc">Conclusions and recommendations</span></a></p></td>
+</tr>
+</tbody>
+</table>
+<div class="toctree-wrapper compound">
+<span id="document-motivation"></span><section id="motivation">
+<h2>Motivation<a class="headerlink" href="#motivation" title="Link to this heading"></a></h2>
+<div class="admonition-objectives objectives admonition" id="objectives-0">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Appreciate the importance of testing software</p></li>
+<li><p>Understand various benefits of testing</p></li>
+</ul>
+</div>
+<section id="untested-software-can-be-compared-to-uncalibrated-detectors">
+<h3>Untested software can be compared to uncalibrated detectors<a class="headerlink" href="#untested-software-can-be-compared-to-uncalibrated-detectors" title="Link to this heading"></a></h3>
+<p><em>“Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response.”</em></p>
+<blockquote>
+<div><p>[From <a class="reference external" href="https://carpentries-incubator.github.io/python-testing/">Testing and Continuous Integration with Python</a>, created by K. Huff]</p>
+</div></blockquote>
+<p>With testing, simulations and analysis using software <em>can</em> be held to the same standards as experimental measurement devices!</p>
+<p>What can go wrong when research software has bugs?  Look no further:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://science.sciencemag.org/content/314/5807/1856.summary">A Scientist’s Nightmare: Software Problem Leads to Five Retractions</a></p></li>
+<li><p><a class="reference external" href="https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/">Researchers find bug in Python script may have affected hundreds of studies</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="testing-in-a-nutshell">
+<h3>Testing in a nutshell<a class="headerlink" href="#testing-in-a-nutshell" title="Link to this heading"></a></h3>
+<p>In software tests, expected results are compared with observed results
+in order to establish accuracy.  Why are we not comparing directly all
+digits with the expected result?:</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Converts temperature in Fahrenheit</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="c1"># This is the test function: `assert` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="k">def</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>
+    
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cmath&gt;</span><span class="c1">  // std::abs</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">std</span><span class="p">;</span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">double</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mf">9.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* This is the test function: `throws` raises an error if something is wrong. */</span>
+<span class="kt">void</span><span class="w"> </span><span class="nf">test_fahrenheit_to_celsius</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span><span class="p">;</span>
+<span class="w">  </span><span class="k">try</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">throw</span><span class="w"> </span><span class="s">&quot;Error&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">catch</span><span class="w"> </span><span class="p">(</span><span class="kt">char</span><span class="w"> </span><span class="k">const</span><span class="o">*</span><span class="w"> </span><span class="n">err</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">err</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+<span class="w">  </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">();</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Converts temperature in Fahrenheit to Celsius.</span>
+<span class="n">fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="m">5.0</span><span class="o">/</span><span class="m">9.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">temp_c</span>
+<span class="p">}</span>
+
+<span class="c1"># This is the test function: `assertive::is_true` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="n">test_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">100.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected_result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">37.777777</span>
+<span class="w">  </span><span class="n">assertive</span><span class="o">::</span><span class="nf">is_true</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">1.0e-6</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-Julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    fahrenheit_to_celsius(temp_f::Float)</span>
+
+<span class="s">Converts temperature in Fahrenheit to Celsius.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span>
+<span class="k">end</span>
+
+
+<span class="c"># This is the test section</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test fahrenheit_to_celsius&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">1.0e-6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">program </span><span class="n">temperature_conversion</span>
+
+<span class="k">implicit none</span>
+<span class="k">call </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+
+<span class="k">contains</span>
+
+<span class="k">function </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_f</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">3</span><span class="mf">2.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius</span>
+
+<span class="k">subroutine </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">expected_result</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+<span class="w">   </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="mf">7.777777</span>
+<span class="w">   </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Error&#39;</span>
+<span class="w">   </span><span class="k">else</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span>
+<span class="w">   </span><span class="k">end if</span>
+<span class="k">end subroutine </span><span class="n">test_fahrenheit_to_celsius</span>
+
+<span class="k">end program </span><span class="n">temperature_conversion</span>
+</pre></div>
+</div>
+</div></div>
+<p>Or you can test whole programs:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>run-test.py
+
+<span class="go">running: sample_data/set1.csv --output=tests/set1.txt</span>
+<span class="go">CORRECT</span>
+</pre></div>
+</div>
+</section>
+<hr class="docutils" />
+<section id="what-can-tests-help-you-do">
+<h3>What can tests help you do?<a class="headerlink" href="#what-can-tests-help-you-do" title="Link to this heading"></a></h3>
+<p><strong>Preserving expected functionality</strong></p>
+<ul class="simple">
+<li><p>Check old things when you add new ones</p></li>
+</ul>
+<p><strong>Help users of your code</strong></p>
+<ul class="simple">
+<li><p>Verify it’s installed correctly and works.</p></li>
+<li><p>See examples of what it should do.</p></li>
+</ul>
+<p><strong>Help other developers modify it</strong></p>
+<ul class="simple">
+<li><p>Change things with confidence that nothing is breaking.</p></li>
+<li><p>Warning if documentation/examples go out of date.</p></li>
+</ul>
+<p><strong>Manage complexity</strong></p>
+<ul class="simple">
+<li><p>If code is easy to test, it’s probably easier to maintain.</p></li>
+<li><p>The next lesson <a class="reference external" href="https://coderefinery.github.io/modular-type-along/">Modular code development</a>
+demonstrates this.</p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="discussion-when-is-it-ok-not-to-add-tests">
+<h3>Discussion: When is it OK not to add tests?<a class="headerlink" href="#discussion-when-is-it-ok-not-to-add-tests" title="Link to this heading"></a></h3>
+<div class="admonition-discussion-when-is-it-ok-not-to-add-tests discussion important admonition" id="discussion-0">
+<p class="admonition-title">Discussion: When is it OK not to add tests?</p>
+<p>Vote in the notes and we’ll discuss soon.  <strong>It is always a balance: there is no “always”/”never”</strong>.</p>
+<ol class="arabic simple">
+<li><p>Jupyter or R Markdown notebook which produces a plot and you know by
+looking at the plot whether it worked?</p></li>
+<li><p>A short, “obviously correct” Python or R script which you never intend to reuse?</p></li>
+<li><p>A simple short, “obviously correct” shell script?</p></li>
+<li><p>Can you give other examples?</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="discussion-what-s-easy-and-hard-to-test">
+<h3>Discussion: What’s easy and hard to test?<a class="headerlink" href="#discussion-what-s-easy-and-hard-to-test" title="Link to this heading"></a></h3>
+<div class="admonition-discussion-testing-in-practice discussion important admonition" id="discussion-1">
+<p class="admonition-title">Discussion: Testing in practice</p>
+<p>Use the collaborative notes to answer these questions:</p>
+<ol class="arabic simple">
+<li><p>Give examples of things (from your work) that are easy to test.</p></li>
+<li><p>Give examples of things (from your work) that are hard to test.</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="types-of-tests">
+<h3>Types of tests<a class="headerlink" href="#types-of-tests" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Test functions one at a time - <strong>Unit tests</strong></p></li>
+<li><p>Test how parts work together - <strong>Integration tests</strong></p></li>
+<li><p>Test the whole thing running - <strong>End-to-end tests</strong></p>
+<ul>
+<li><p>For example, running on sample data.</p></li>
+</ul>
+</li>
+<li><p>Check same results as before - <strong>Regression tests</strong></p></li>
+<li><p>Write test first (the output), then write code to make test pass -
+<strong>Test-driven development</strong></p></li>
+<li><p>GitHub or GitLab runs tests automatically - <strong>Continuous
+integration</strong></p></li>
+<li><p>Report that tells you which lines were/were not run by tests -
+<strong>Code coverage</strong></p></li>
+<li><p>Framework that runs test for you - <strong>Testing framework</strong></p>
+<ul>
+<li><p>See <a class="reference internal" href="index.html#document-quick-reference"><span class="doc std std-doc">Quick Reference</span></a> for some examples.</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="what-should-you-do">
+<h3>What should you do?<a class="headerlink" href="#what-should-you-do" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Not every code needs perfect test coverage.</p></li>
+<li><p>If code is interactive-only (Jupyter Notebook), it’s usually hard to
+test.</p>
+<ul>
+<li><p>But also hard to run: the next lesson will discuss!</p></li>
+</ul>
+</li>
+<li><p>At least end-to-end is often easy to add.</p></li>
+<li><p>Add tests of tricky functions.</p>
+<ul>
+<li><p>If you’d have to run it over and over to test while writing, why
+not make it a property test?</p></li>
+</ul>
+</li>
+<li><p>It’s easy to have Gitlab/Github run the tests.</p>
+<ul>
+<li><p>It’s nice to push without thinking, and the system tells you when
+it’s broke.</p></li>
+</ul>
+</li>
+<li><p><strong>Learning how to test well make the rest of your code better, too.</strong></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="where-to-start">
+<h3>Where to start<a class="headerlink" href="#where-to-start" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>A simple script or notebook probably does not need an automated test.</p></li>
+</ul>
+<p><strong>If you have nothing yet</strong></p>
+<ul class="simple">
+<li><p>Start with an end-to-end test.</p></li>
+<li><p>Describe in words how <em>you</em> check whether the code still works.</p></li>
+<li><p>Translate the words into a script.</p></li>
+<li><p>Run the script automatically on every code change.</p></li>
+</ul>
+<p><strong>If you want to start with unit-testing</strong></p>
+<ul class="simple">
+<li><p>You want to rewrite a function? Start adding a unit test right there first.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-pytest"></span><section id="testing-locally">
+<h2>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How hard is it to implement a test suite using pytest?</p></li>
+</ul>
+</div>
+<section id="exercise-pytest">
+<h3>Exercise <a class="reference external" href="http://doc.pytest.org">pytest</a><a class="headerlink" href="#exercise-pytest" title="Link to this heading"></a></h3>
+<p>In this exercise we will make a simple Python function and use
+<a class="reference external" href="http://doc.pytest.org">pytest</a> to test it.</p>
+<ul class="simple">
+<li><p>This is easy to use by almost any Python project and doesn’t rely on any
+other servers or services.  Similar things exist in other languages.</p></li>
+<li><p>The downside is that you have to remember to run it yourself.</p></li>
+</ul>
+<p>We will try to
+keep things simple so that those who do not use Python can follow.</p>
+<div class="admonition-local-1-create-a-minimal-pytest-example-15-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Local-1: Create a minimal Pytest example (15 min)</p>
+<p>In this exercise, we will create a minimal example using
+the <a class="reference external" href="http://doc.pytest.org">pytest</a>, run the test, and show what
+happens when a test breaks.</p>
+<ol class="arabic">
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir<span class="w"> </span>pytest-example
+<span class="gp">$ </span><span class="nb">cd</span><span class="w"> </span>pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add PASSED</span>
+
+<span class="go">========================================================= 1 passed in 0.01 seconds ===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add FAILED</span>
+
+<span class="go">================================================================= FAILURES =======================================</span>
+<span class="go">_________________________________________________________________ test_add _______________________________________</span>
+
+<span class="go">    def test_add():</span>
+<span class="go">&gt;       assert add(2, 3) == 5</span>
+<span class="go">E       assert -1 == 5</span>
+<span class="go">E         --1</span>
+<span class="go">E         +5</span>
+
+<span class="go">example.py:6: AssertionError</span>
+<span class="go">========================================================= 1 failed in 0.05 seconds ==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<div class="admonition-optional-local-2-create-a-test-that-considers-numerical-tolerance-10-min exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) Local-2: Create a test that considers numerical tolerance (10 min)</p>
+<p>Let’s see an example where the test has to be more clever in order to
+avoid false negative.</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<div class="admonition-solution-local-2 solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution: Local-2</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+<hr class="docutils" />
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>pytest collects and runs all test functions starting with
+<code class="docutils literal notranslate"><span class="pre">test_</span></code>. If run on a directory, it collects all files matching <code class="docutils literal notranslate"><span class="pre">test_*.py</span></code></p></li>
+<li><p>Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via <code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code>).</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-continuous-integration"></span><section id="automated-testing">
+<h2>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="continuous-integration">
+<h3>Continuous integration<a class="headerlink" href="#continuous-integration" title="Link to this heading"></a></h3>
+<p>We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.</p>
+<p>This exercise can be run in “collaborative mode” by following instead the instructions
+in <a class="reference internal" href="index.html#document-full-cycle-ci"><span class="doc std std-doc">Full-cycle collaborative workflow</span></a>. In the collaborative version steps
+C-D below are performed by a collaborator.</p>
+<div class="admonition-exercise-ci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab</p>
+<p>In this exercise, we will:</p>
+<ul class="simple">
+<li><p><strong>A.</strong> Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)</p></li>
+<li><p><strong>B.</strong> Set up tests with GitHub Actions/ GitLab CI</p></li>
+<li><p><strong>C.</strong> Find a bug in our repository and open an issue to report it</p></li>
+<li><p><strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)</p></li>
+<li><p><strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p></li>
+<li><p><strong>F.</strong> Create a test to increase the code coverage of our tests.</p></li>
+</ul>
+</div>
+<section id="prerequisites">
+<h4>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h4>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.
+If you are new to pull requests / merge requests, you can learn all about them
+in the <a class="reference external" href="https://coderefinery.github.io/git-collaborative/">Collaborative Git lesson</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo">
+<h4>Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo" title="Link to this heading"></a></h4>
+<section id="create-a-new-repository">
+<h5>Create a new repository<a class="headerlink" href="#create-a-new-repository" title="Link to this heading"></a></h5>
+<ul class="simple">
+<li><p>Begin by creating a repository called (for example) <em>example-ci</em>.</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Clone the repository (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/example-ci.git</span></code>).</p></li>
+<li><p>Add the following files and code</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>Add a file <code class="docutils literal notranslate"><span class="pre">functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 7</span>
+
+<span class="k">def</span> <span class="nf">multiply</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">*</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">convert_fahrenheit_to_celsius</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">multiply</span><span class="p">(</span><span class="n">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span> <span class="mi">32</span><span class="p">),</span> <span class="mi">9</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span> <span class="c1"># &lt;-- Fix this in step 7</span>
+</pre></div>
+</div>
+<p>and a file <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">add</span><span class="p">,</span> <span class="n">subtract</span><span class="p">,</span> <span class="n">multiply</span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">convert_fahrenheit_to_celsius</span> <span class="k">as</span> <span class="n">f2c</span>
+<span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1"># def test_convert_fahrenheit_to_celsius():</span>
+<span class="c1">#    assert f2c(32) == 0</span>
+<span class="c1">#    assert f2c(122) == pytest.approx(50)</span>
+<span class="c1">#    with pytest.raises(AssertionError):</span>
+<span class="c1">#        f2c(-600)</span>
+
+</pre></div>
+</div>
+<p>Finally, stage the files (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><ul>
+<li><p>Make a folder <code class="docutils literal notranslate"><span class="pre">rtestingexample</span></code></p></li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">DESCRIPTION</span></code> with the following contents:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Package</span><span class="p">:</span> <span class="n">rtestingexample</span>
+<span class="n">Title</span><span class="p">:</span> <span class="n">Testing</span> <span class="n">package</span> <span class="k">for</span> <span class="n">R</span> <span class="ow">and</span> <span class="n">github</span> <span class="n">actions</span>
+<span class="n">Version</span><span class="p">:</span> <span class="mf">0.0.0.9000</span>
+<span class="n">Authors</span><span class="nd">@R</span><span class="p">:</span>
+    <span class="n">person</span><span class="p">(</span><span class="s2">&quot;Your&quot;</span><span class="p">,</span> <span class="s2">&quot;Name&quot;</span><span class="p">,</span> <span class="p">,</span> <span class="s2">&quot;none@example.com&quot;</span><span class="p">,</span> <span class="n">role</span> <span class="o">=</span> <span class="n">c</span><span class="p">(</span><span class="s2">&quot;aut&quot;</span><span class="p">,</span> <span class="s2">&quot;cre&quot;</span><span class="p">),</span>
+          <span class="p">)</span>
+<span class="n">Author</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span>
+<span class="n">Maintainer</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span> <span class="o">&lt;</span><span class="n">none</span><span class="nd">@example</span><span class="o">.</span><span class="n">com</span><span class="o">&gt;</span>
+<span class="n">Description</span><span class="p">:</span> <span class="n">Just</span> <span class="n">a</span> <span class="n">few</span> <span class="n">functions</span> <span class="n">that</span> <span class="n">are</span> <span class="n">being</span> <span class="n">tested</span><span class="o">.</span>
+<span class="n">License</span><span class="p">:</span> <span class="n">MIT</span>
+<span class="n">Encoding</span><span class="p">:</span> <span class="n">UTF</span><span class="o">-</span><span class="mi">8</span>
+<span class="n">Depends</span><span class="p">:</span> <span class="n">testthat</span>
+<span class="n">Roxygen</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="n">markdown</span> <span class="o">=</span> <span class="n">TRUE</span><span class="p">)</span>
+<span class="n">RoxygenNote</span><span class="p">:</span> <span class="mf">7.2.3</span>
+</pre></div>
+</div>
+</li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">NAMESPACE</span></code> with the following content:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Default NAMESPACE created by R</span>
+<span class="c1"># Remove the previous line if you edit this file</span>
+
+<span class="c1"># Export all names</span>
+<span class="n">exportPattern</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)</span>
+
+<span class="c1"># Import all packages listed as Imports or Depends</span>
+<span class="n">import</span><span class="p">(</span>
+<span class="n">testthat</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">R</span></code> (this will contain all functions of the package)</p></li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">R</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">functions.R</span></code>with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">add</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">subtract</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">multiply</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">convert_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">){</span>
+<span class="w">    </span><span class="n">C_temp</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">multiply</span><span class="p">(</span><span class="nf">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span><span class="m">32</span><span class="p">),</span><span class="m">5</span><span class="o">/</span><span class="m">9</span><span class="p">);</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">C_temp</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">tests</span></code></p></li>
+<li><p>in <code class="docutils literal notranslate"><span class="pre">tests</span></code> create a folder <code class="docutils literal notranslate"><span class="pre">testthat</span></code> and a file <code class="docutils literal notranslate"><span class="pre">testthat.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># This file is part of the standard setup for testthat.</span>
+<span class="c1"># It is recommended that you do not modify it.</span>
+<span class="c1">#</span>
+<span class="c1"># Where should you do additional test configuration?</span>
+<span class="c1"># Learn more about the roles of various files in:</span>
+<span class="c1"># * https://r-pkgs.org/tests.html</span>
+<span class="c1"># * https://testthat.r-lib.org/reference/test_package.html#special-files</span>
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="n">rtestingexample</span><span class="p">)</span>
+
+<span class="nf">test_check</span><span class="p">(</span><span class="s">&quot;rtestingexample&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">testthat</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">test-functions.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="n">desc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Add&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">add</span><span class="p">(</span><span class="m">2</span><span class="p">,</span><span class="m">3</span><span class="p">);</span><span class="w">   </span><span class="c1"># Runs the function</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is the correct value</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">c</span><span class="p">,</span><span class="m">5</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is numeric</span>
+<span class="w">  </span><span class="nf">expect_true</span><span class="p">(</span><span class="nf">is.numeric</span><span class="p">(</span><span class="n">c</span><span class="p">));</span>
+<span class="p">})</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1">#test_that(desc = &quot;Fahrenheit to Celsius&quot;, code = {</span>
+<span class="c1">#</span>
+<span class="c1">#  temp_C &lt;- convert_fahrenheit_to_celsius(50);</span>
+<span class="c1">#  expect_equal(temp_C,10);</span>
+<span class="c1">#  expect_true(is.numeric(temp_C));</span>
+<span class="c1">#})</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#test_that(desc = &quot;Subtract&quot;, code = {</span>
+<span class="c1">#  c &lt;- subtract(3,2);</span>
+<span class="c1">#  expect_equal(c,1);</span>
+<span class="c1">#  expect_true(is.numeric(c));</span>
+<span class="c1">#})</span>
+</pre></div>
+</div>
+</li>
+</ul>
+</div></div>
+</section>
+<section id="fork-and-clone-an-existing-example-repository">
+<h5>Fork and clone an existing example repository<a class="headerlink" href="#fork-and-clone-an-existing-example-repository" title="Link to this heading"></a></h5>
+<ul class="simple">
+<li><p>Fork the example repo. There are two options one for <a class="reference external" href="https://github.com/AaltoRSE/PyTestingExample">python</a> and one for <a class="reference external" href="https://github.com/AaltoRSE/RTestingExample">R</a>.</p></li>
+<li><p>Clone your fork (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/&lt;Py/R&gt;TestingExample.git</span></code>).</p></li>
+</ul>
+</section>
+</section>
+<section id="step-2-run-tests-locally">
+<h4>Step 2: Run tests locally<a class="headerlink" href="#step-2-run-tests-locally" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>You can now run your tests locally with</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pytest</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>You can now run your tests (and a complete check of this package) locally by running:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Rscript -e &#39;testthat::test_local()&#39;`
+</pre></div>
+</div>
+<blockquote>
+<div><p><strong><em>NOTE:</em></strong> You might need to install the testthat package before you can run the command above ( in R <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>)</p>
+</div></blockquote>
+</div></div>
+</section>
+<section id="step-3-enable-automated-testing">
+<h4>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-2-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-2-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-2-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Configure”
+under Python Application:</p>
+<figure class="align-default" id="id1">
+<img alt="Selecting a Python workflow" src="_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Modify the highlited lines according to the action below. This will add a code coverage
+report to new pull requests. The if clause restricts this to pull requests, as otherwise
+this action would not have a target to write the reports to. On pushes only the unittesting is run.</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a variety of Python versions</span>
+<span class="c1"># For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python package</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">permissions</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">contents</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">read</span>
+<span class="hll"><span class="w">      </span><span class="nt">pull-requests</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">write</span>
+</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.10</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v3</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;3.10&quot;</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="hll"><span class="w">        </span><span class="no">python -m pip install flake8 pytest pytest-cov</span>
+</span><span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest and calculate coverage</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="hll"><span class="w">        </span><span class="no">pytest --cov-report &quot;xml:coverage.xml&quot;  --cov=.</span>
+</span><span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Create Coverage</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ github.event_name == &#39;pull_request&#39; }}</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">orgoro/coverage@v3</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">coverageFile</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage.xml</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">token</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id2">
+<img alt="Committing the change" src="_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">test_functions.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</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>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="_images/gl_action_commit.png"><img alt="Committing the change" src="_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Unfortunately, as of the creation of this lecture, the default “R package action”
+that is suggested by github is quite complex and not really fit for our purpose. Instead we will create our own
+workflow as detailed below.
+So first click on the “ set up a workflow yourself” link above the “Search workflows” field.</p>
+<p>GitHub creates a “main.yml” file that we can now modify as needed.</p>
+<ul>
+<li><p>First, replace the name by a more descriptive one (e.g. r_testing.yml)</p></li>
+<li><p>Then add the following code to the file:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># Workflow derived from https://github.com/r-lib/actions/tree/v2/examples</span>
+<span class="c1"># Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help</span>
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test-coverage</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">test-coverage</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+<span class="w">    </span><span class="nt">env</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">GITHUB_PAT</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+<span class="w">    </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">R</span>
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Setup R</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">use-public-rspm</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r-dependencies@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="hll"><span class="w">          </span><span class="nt">extra-packages</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::covr</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::rcmdcheck</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">needs</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">coverage</span>
+</span><span class="hll"><span class="w">            </span><span class="no">check</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">working-directory</span><span class="p">:</span><span class="w"> </span><span class="s">&#39;rtestingexample&#39;</span>
+</span><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test coverage</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">covr::codecov(</span>
+<span class="w">            </span><span class="no">quiet = FALSE,</span>
+<span class="w">            </span><span class="no">clean = FALSE,</span>
+<span class="hll"><span class="w">            </span><span class="no">path = &quot;rtestingexample&quot;,</span>
+</span><span class="w">            </span><span class="no">install_path = file.path(Sys.getenv(&quot;RUNNER_TEMP&quot;), &quot;package&quot;)</span>
+<span class="w">          </span><span class="no">)</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Rscript {0}</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Show testthat output</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">always()</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">## --------------------------------------------------------------------</span>
+<span class="w">          </span><span class="no">find ${{ runner.temp }}/package -name &#39;testthat.Rout*&#39; -exec cat &#39;{}&#39; \; || true</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bash</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Upload test results</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">failure()</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/upload-artifact@v3</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage-test-failures</span>
+<span class="w">          </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ runner.temp }}/package</span>
+</pre></div>
+</div>
+<p>The action is a modified version of the action generated by <a class="reference external" href="https://covr.r-lib.org/">covr</a> using the <code class="docutils literal notranslate"><span class="pre">usethis::use_github_action(&quot;test-coverage&quot;)</span></code> command.
+It is built up from several actions provided by the <a class="reference external" href="https://github.com/r-lib/actions">r-lib project</a>, along with the test/coverage commands.</p>
+</li>
+</ul>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id4">
+<img alt="Committing the change" src="_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h4>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-3-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-3-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-3-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id7">
+<img alt="Verify that the test passed" src="_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id7" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h4>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h4>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h4>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h4>
+<p>Open a new issue in your repository about the broken test (click the
+“Issues” button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fix-the-broken-test">
+<h4>Step 7: Fix the broken test<a class="headerlink" href="#step-7-fix-the-broken-test" title="Link to this heading"></a></h4>
+<p>Now fix the code <strong>on a new branch</strong>, you can call it <code class="docutils literal notranslate"><span class="pre">yourname/bugfix</span></code>.
+After you have fixed the code on the new branch, commit the following
+commit message <code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that
+you try to fix issue number 1).</p>
+<div class="admonition-shortcut callout admonition" id="callout-0">
+<p class="admonition-title">Shortcut</p>
+<p>Here it’s perfectly possible to take a shortcut and commit and push
+directly to the main branch. If you do this, steps 8-9 below are skipped.</p>
+<ul class="simple">
+<li><p>When would you push directly to the main branch, and when would you send a
+pull/merge request?</p></li>
+</ul>
+</div>
+<p>Then push to your repository.</p>
+</section>
+<section id="step-8-open-a-pull-request-github-merge-request-gitlab">
+<h4>Step 8: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-8-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h4>
+<p>Go back to the repository on GitHub or GitLab and open a pull/merge
+request. <strong>In a collaborative setting, you could request a code
+review from collaborators at this stage.</strong> Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#1</span></code>.</p>
+</section>
+<section id="step-9-accept-the-pull-merge-request">
+<h4>Step 9: Accept the pull/merge request<a class="headerlink" href="#step-9-accept-the-pull-merge-request" title="Link to this heading"></a></h4>
+<p>Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="step-10-increase-your-code-coverage">
+<h4>Step 10: Increase your code coverage<a class="headerlink" href="#step-10-increase-your-code-coverage" title="Link to this heading"></a></h4>
+<p>We are currently missing several functions in our tests. Write a test for the <code class="docutils literal notranslate"><span class="pre">multiply</span></code> function in a new branch and create a pull request.
+On python you can directly observe the increase in code coverage.
+On R you can have a look at the action (<code class="docutils literal notranslate"><span class="pre">Actions</span> <span class="pre">-&gt;</span> <span class="pre">last</span> <span class="pre">run</span> <span class="pre">of</span> <span class="pre">your</span> <span class="pre">action</span> <span class="pre">-&gt;</span> <span class="pre">Select</span> <span class="pre">a</span> <span class="pre">job</span> <span class="pre">-&gt;</span> <span class="pre">Test</span> <span class="pre">coverage</span></code>). If you compare this with the
+previous run, you should see an increase once the update is in.</p>
+</section>
+<section id="step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function">
+<h4>Step 11 (optional): Repeat steps 5-9 for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function:<a class="headerlink" href="#step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function" title="Link to this heading"></a></h4>
+<p>Repetition helps learning, so let’s do the testing again for our <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function.
+Uncomment the test for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function and repeat steps 5 to 9 fixing the bug this test exposes.</p>
+</section>
+<section id="discussion">
+<h4>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h4>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h3>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>This workflow is very useful for collaborators who work on the same code and it works both for
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/02-centralized/">centralized</a> and
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/">forking</a> workflows - have a look at this
+<a class="reference internal" href="index.html#document-full-cycle-ci"><span class="doc std std-doc">alternative exercise</span></a> to see how that works.</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-test-design"></span><section id="test-design">
+<h2>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can different types of functions and classes be tested?</p></li>
+<li><p>How can the integrity of a complete program be monitored over time?</p></li>
+<li><p>How can functions that involve random numbers be tested?</p></li>
+</ul>
+</div>
+<p>In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.</p>
+<div class="admonition-exercise-instructions discussion important admonition" id="discussion-0">
+<p class="admonition-title">Exercise instructions</p>
+<p><strong>For the instructor</strong></p>
+<ul class="simple">
+<li><p>First motivate and give a quick tour of all exercises below (10 minutes).</p></li>
+<li><p>Emphasize that the focus of this episode is <em>design</em>. It is OK to only discuss in groups and not write code.</p></li>
+</ul>
+<p><strong>During exercise session</strong></p>
+<ul class="simple">
+<li><p>Choose the exercise which interests you most. There are many more exercises than we would have time for.</p></li>
+<li><p>Discuss what testing framework can be used to implement the test.</p></li>
+<li><p>Keep notes, questions, and answers in the collaborative document.</p></li>
+</ul>
+<p><strong>Once we return to stream</strong></p>
+<ul class="simple">
+<li><p>Discussion about experiences learned.</p></li>
+</ul>
+</div>
+<div class="admonition-language-specific-instructions callout admonition" id="callout-0">
+<p class="admonition-title">Language-specific instructions</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>The suggested solutions below use pytest. Further information can
+be found in the <a class="reference internal" href="index.html#pytest-ref"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><p>The suggested solutions below use Catch2. Further information can
+be found in the <a class="reference internal" href="index.html#catch2"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>The suggested solutions below use testthat. Further information can
+be found in the <a class="reference internal" href="index.html#testthat"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><p>The suggested solutions below use Test. Further information can
+be found in the <a class="reference internal" href="index.html#test"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><p>The suggested solutions below use pFUnit. Further information on how to install
+pFUnit and set up tests can
+be found in the <a class="reference internal" href="index.html#pfunit"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div></div>
+</div>
+<section id="pure-and-impure-functions">
+<h3>Pure and impure functions<a class="headerlink" href="#pure-and-impure-functions" title="Link to this heading"></a></h3>
+<p>Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.</p>
+<div class="admonition-design-1-design-a-test-for-a-function-that-receives-a-number-and-returns-a-number exercise important admonition" id="exercise-0">
+<p class="admonition-title">Design-1: Design a test for a function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="nf">factorial</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">result</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">i</span>
+<span class="w">  </span><span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">result</span><span class="w"> </span><span class="o">*=</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! computes the factorial of n</span>
+<span class="w">   </span><span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">r</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">i</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Received negative input&#39;</span>
+<span class="w">         </span><span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">do </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+<span class="w">         </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">r</span><span class="o">*</span><span class="n">i</span>
+<span class="w">      </span><span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div><p>Discussion point: The factorial grows very rapidly. What happens if you
+pass a large number as argument to the function?</p>
+</div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;factorial.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[factorial]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="m">6</span><span class="p">)</span>
+<span class="w">  </span><span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+<span class="w">  </span><span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test factorial function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_factorial</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">factorial_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="s1">&#39;factorial(5)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_factorial</span>
+</pre></div>
+</div>
+</div></div>
+<p>Notes on the discussion point: Programming languages differ in the way they deal with integer
+overflow. Python automatically converts to the necessary <code class="docutils literal notranslate"><span class="pre">long</span></code> type, in Julia you would
+observe a “wrap-around”, in C/C++ you get undefined behaviour for signed integers.
+Testing for overflow likewise depends on the language.</p>
+</div>
+</div>
+<div class="admonition-design-2-design-a-test-for-a-function-that-receives-two-strings-and-returns-a-number exercise important admonition" id="exercise-1">
+<p class="admonition-title">Design-2: Design a test for a function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-3-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">  </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-1">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-4-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-4-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-3-design-a-test-for-a-function-which-reads-a-file-and-returns-a-number exercise important admonition" id="exercise-2">
+<p class="admonition-title">Design-3: Design a test for a function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-5-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-5-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;streambuf&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ifstream</span><span class="w"> </span><span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+<span class="w">		   </span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0l</span><span class="n">u</span><span class="p">;</span><span class="w"> </span><span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">line</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">    </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;r&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">file</span>
+<span class="w">        </span><span class="n">lines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-2">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-6-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-6-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">namespace</span><span class="w"> </span><span class="nn">fs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nn">std</span><span class="o">::</span><span class="nn">filesystem</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">tmp_dir</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fpath</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="s">&quot;temp_file&quot;</span><span class="w"> </span><span class="p">};</span>
+
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ofstream</span><span class="w"> </span><span class="nf">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+<span class="w">  </span><span class="n">s</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span><span class="w"> </span><span class="n">fpath</span><span class="w"> </span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">fname</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">tempfile</span><span class="p">()</span>
+<span class="w">  </span><span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">fname</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span>
+<span class="w">    </span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">testio</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mktemp</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span><span class="w"> </span><span class="n">msg</span><span class="p">)</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-4-design-a-test-for-a-function-with-an-external-dependency exercise important admonition" id="exercise-3">
+<p class="admonition-title">Design-4: Design a test for a function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-7-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-7-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;constants.hpp&quot;</span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span><span class="w"> </span><span class="k">class</span><span class="w"> </span><span class="nc">ReactorState</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">FINE</span><span class="p">,</span><span class="w"> </span><span class="n">CRITICAL</span><span class="w"> </span><span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span><span class="w"> </span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+<span class="w">	     </span><span class="o">?</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span>
+<span class="w">	     </span><span class="o">:</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-3">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-8-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-8-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;reactor.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">99</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">100</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w">  </span><span class="c1"># boundary cases easily go wrong</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">101</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test check_reactor_temperature function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w">   </span><span class="c"># boundary cases easily go wrong</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-5-design-a-test-for-a-method-of-a-mutable-class exercise important admonition" id="exercise-4">
+<p class="admonition-title">Design-5: Design a test for a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-9-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-9-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">Pet</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="k">private</span><span class="o">:</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name_</span><span class="p">{};</span>
+
+<span class="w"> </span><span class="k">public</span><span class="o">:</span>
+<span class="w">  </span><span class="k">explicit</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{}</span>
+<span class="w">  </span><span class="kt">void</span><span class="w"> </span><span class="n">go_for_a_walk</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">hunger_</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="w">  </span><span class="c1">// ^-- how would you test this function?</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">hunger_</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">structure</span><span class="p">(</span>
+<span class="w">    </span><span class="nf">list</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">0</span><span class="p">),</span>
+<span class="w">    </span><span class="n">class</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Pet&quot;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span><span class="w"> </span><span class="k">struct</span> <span class="kt">Pet</span>
+<span class="w">    </span><span class="n">name</span><span class="o">::</span><span class="kt">String</span>
+<span class="w">    </span><span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="kt">Pet</span><span class="p">)</span>
+<span class="w">    </span><span class="n">pet</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-4">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-10-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-10-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;fido&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;pet.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[pets]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fido</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">Pet</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;fido&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">-1</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test mutable struct&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="test-driven-development">
+<h3>Test-driven development<a class="headerlink" href="#test-driven-development" title="Link to this heading"></a></h3>
+<div class="admonition-design-6-experience-test-driven-development exercise important admonition" id="exercise-5">
+<p class="admonition-title">Design-6: Experience test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-5">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-11-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-11-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-11-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-11-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-11-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="nf">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;fizzbuzz.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+<span class="w">	</span><span class="s">&quot;1&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;2&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;4&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;7&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;8&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;11&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;13&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;14&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;16&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;17&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;19&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">21</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># define the function</span>
+<span class="n">fizz_buzz</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">number</span><span class="p">){</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="o">!</span><span class="n">number</span><span class="o">%%</span><span class="m">1</span><span class="o">==</span><span class="m">0</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">     </span><span class="nf">stop</span><span class="p">(</span><span class="s">&quot;non-integer or negative input not allowed!&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if </span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span>
+<span class="p">}</span>
+
+<span class="c1"># apply it to the numbers 1 to 50</span>
+<span class="nf">for </span><span class="p">(</span><span class="n">number</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">print</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="n">number</span><span class="p">))</span>
+<span class="p">}</span>
+
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">4</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">15</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span><span class="w">  </span>
+
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1.5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="s">&#39;rabbit&#39;</span><span class="p">))</span><span class="w">    </span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">number</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">14</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">17</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+<span class="w">    </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_result</span>
+
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">fizzbuzz_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! Evaluates the fizzbuzz of n</span>
+<span class="w">   </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="k">function </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="n">str1</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;FizzBuzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Fizz&#39;</span>
+<span class="w">         </span><span class="n">str1</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Buzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="n">n</span><span class="o">&lt;</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Err n&lt;0&#39;</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="nb">char</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end if</span>
+<span class="k">      </span><span class="n">fizzbuzz</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">fizzbuzz</span>
+<span class="k">end module </span><span class="n">fizzbuzz_mod</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_fizzbuzz</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">fizzbuzz_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Fizz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(12)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Buzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">25</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(25)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;FizzBuzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(60)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_fizzbuzz</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="testing-randomness">
+<h3>Testing randomness<a class="headerlink" href="#testing-randomness" title="Link to this heading"></a></h3>
+<p>How would you test functions which generate random numbers
+according to some distribution/statistics?</p>
+<p>Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:</p>
+<ul class="simple">
+<li><p>For unit tests we can use fixed random seeds.</p></li>
+<li><p>Try to test whether your results follow the expected
+distribution/statistics.</p></li>
+<li><p>When you verify your code “by eye”, what are you looking at? Now try
+to express that in a script.</p></li>
+</ul>
+<div class="admonition-design-7-write-two-different-types-of-tests-for-randomness exercise important admonition" id="exercise-6">
+<p class="admonition-title">Design-7: Write two different types of tests for randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-12-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-12-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-12-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;tuple&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;vector&gt;</span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span><span class="w"> </span><span class="o">&lt;</span><span class="k">typename</span><span class="w"> </span><span class="nc">PRNGEngine</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">},</span>
+<span class="w">    </span><span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="n">gen</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// create a fair die</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">weights</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mf">1.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fair_dice</span><span class="w"> </span><span class="o">=</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span><span class="w"> </span><span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">rolls</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0u</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_dice</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">toss</span><span class="p">,</span>
+<span class="w">				</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">				    </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">);</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="c1">// throw all dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">first_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">it_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+<span class="w">  </span><span class="c1">// number of faces that showed the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+<span class="w">  </span><span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+<span class="w">  </span><span class="c1">// the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">idx_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">it_max</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// no yahtzee :(</span>
+<span class="w">  </span><span class="c1">// we throw (n_dice - n_collected) dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">second_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+<span class="w">  </span><span class="c1">// YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// final chance</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">third_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="n">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;We got &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; times in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span>
+<span class="w">	      </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;YAHTZEE in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Roll a fair die num_dice times.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return A vector of die throw results</span>
+<span class="n">roll_dice</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">ceiling</span><span class="p">(</span><span class="nf">runif</span><span class="p">(</span><span class="n">num_dice</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">))</span>
+<span class="p">}</span>
+
+<span class="c1">#&#39; Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return The number of same sides</span>
+<span class="n">yahtzee</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">most_common_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.numeric</span><span class="p">(</span><span class="nf">names</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))]))[</span><span class="m">1</span><span class="p">]</span>
+<span class="w">  </span><span class="n">how_often</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.vector</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))])[</span><span class="m">1</span><span class="p">]</span>
+
+<span class="w">  </span><span class="c1"># we keep the most common side</span>
+<span class="w">  </span><span class="n">target_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">most_common_side</span>
+<span class="w">  </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">how_often</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="c1"># second and third throw</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">2</span><span class="o">:</span><span class="m">3</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">target_side</span><span class="p">)</span>
+
+<span class="w">    </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">return</span><span class="p">(</span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">sides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="c"># we first throw all dice</span>
+<span class="w">    </span><span class="n">first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># count how many times each side comes up</span>
+<span class="w">    </span><span class="n">side_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">sides</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># collected_side is the dice side we will start collecting</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">collected_side</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+<span class="w">    </span><span class="n">second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># final throw...</span>
+<span class="w">    </span><span class="n">third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-6">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-13-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-13-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-13-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-13-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-13-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-13-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-13-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="kn">import</span> <span class="nn">pytest</span>
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tests</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="n">pytest</span><span class="o">.</span><span class="n">approx</span><span class="p">(</span><span class="mf">0.046</span><span class="p">,</span> <span class="nb">abs</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;yahtzee.hpp&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[toss]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+
+<span class="w">  </span><span class="c1">// we fix both the random device and the random engine.</span>
+<span class="w">  </span><span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">mt19937</span><span class="w"> </span><span class="n">prng</span><span class="p">;</span>
+<span class="w">  </span><span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_1</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_1</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_2</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_2</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_3</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_3</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// try a million throws and see if we get close</span>
+<span class="w">  </span><span class="c1">// to the statistical average of 4.6%</span>
+<span class="w">  </span><span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_trials</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1e6</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_trials</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_tests</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">if </span><span class="p">(</span><span class="o">!</span><span class="nf">require</span><span class="p">(</span><span class="n">testthat</span><span class="p">))</span><span class="w"> </span><span class="nf">install.packages</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;dice is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">set.seed</span><span class="p">(</span><span class="m">42</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">3</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">3</span><span class="p">))</span>
+<span class="p">})</span>
+
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;yahtzee is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">n_games</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1e6</span><span class="w"> </span><span class="c1">#could be very slow, when in doubt change to 1e4</span>
+
+<span class="w">  </span><span class="n">n_winning</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="nf">replicate</span><span class="p">(</span><span class="n">n_games</span><span class="p">,</span><span class="w"> </span><span class="nf">yahtzee</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">n_winning</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_games</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0.046</span>
+<span class="w">  </span><span class="nf">expect_lt</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected</span><span class="p">),</span><span class="w"> </span><span class="m">0.003</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="n">include</span><span class="p">(</span><span class="s">&quot;yahtzee.jl&quot;</span><span class="p">)</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;test roll_dice&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># fix random seed</span>
+<span class="w">    </span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+<span class="w">    </span><span class="c"># known sequence for given seed</span>
+<span class="w">    </span><span class="n">exp_first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_first_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_second_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;testing yahtzee&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># try a million throws and see if we get close</span>
+<span class="w">    </span><span class="c"># to the statistical average of 4.6%</span>
+<span class="w">    </span><span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">    </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">n_tests</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1_000_000</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+<span class="w">        </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">            </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">0.046</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="designing-an-end-to-end-test">
+<h3>Designing an end-to-end test<a class="headerlink" href="#designing-an-end-to-end-test" title="Link to this heading"></a></h3>
+<p>In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.</p>
+<div class="admonition-design-8-design-but-not-write-an-end-to-end-test-for-the-uniq-program exercise important admonition" id="exercise-7">
+<p class="admonition-title">Design-8: Design (but not write) an end-to-end test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>How would you write an end-to-end test for <code class="docutils literal notranslate"><span class="pre">uniq</span></code>?</p>
+</div>
+<div class="admonition-design-9-more-end-to-end-testing exercise important admonition" id="exercise-8">
+<p class="admonition-title">Design-9: More end-to-end testing</p>
+<ul class="simple">
+<li><p>Now imagine a code which reads numbers and produces some (floating
+point) numbers. How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<div class="admonition-design-10-create-an-actual-end-to-end-test exercise important admonition" id="exercise-9">
+<p class="admonition-title">Design-10: Create an actual end-to-end test</p>
+<p>Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)</p>
+<p>We’ll use the word-count example repository
+<a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>.</p>
+<p>As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>statistics/count.py<span class="w"> </span>data/abyss.txt
+</pre></div>
+</div>
+<p>Your goal is to make a test that can run this and let you know if it’s
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: <code class="docutils literal notranslate"><span class="pre">the</span> <span class="pre">4044</span></code> and <code class="docutils literal notranslate"><span class="pre">and</span> <span class="pre">2807</span></code>.</p>
+<p>Python hint:
+<a class="reference external" href="https://docs.python.org/3/library/subprocess.html#subprocess.check_output">subprocess.check_output</a>
+will run a command and return its output as a string.</p>
+<p>Bash hint: <code class="docutils literal notranslate"><span class="pre">COMMAND</span> <span class="pre">|</span> <span class="pre">grep</span> <span class="pre">&quot;PATTERN&quot;</span></code> (“pipe to grep”) will be true if
+the pattern is in the command.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-7">
+<p class="admonition-title">Solution</p>
+<p>There are two solutions in the repository already, in the <code class="docutils literal notranslate"><span class="pre">tests/</span></code>
+dierectory <a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.</p>
+<p>The shell one works with shell and prints a bit more output:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>sh<span class="w"> </span>tests/end-to-end-shell.sh
+<span class="go">the 4044</span>
+<span class="go">Success: &#39;the&#39; found correct number of times</span>
+<span class="go">and 2807</span>
+<span class="go">Success: &#39;and&#39; found correct number of times</span>
+<span class="go">Success</span>
+</pre></div>
+</div>
+<p>The Python one:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>tests/end-to-end-python.py
+<span class="go">Success</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Pure functions (these are functions without side-effects) are easiest to test.
+And also easiest to reuse in another code project since they don’t depend on
+any side-effects.</p></li>
+<li><p>Classes can be tested but it’s somewhat more elaborate.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-conclusions"></span><section id="conclusions-and-recommendations">
+<h2>Conclusions and recommendations<a class="headerlink" href="#conclusions-and-recommendations" title="Link to this heading"></a></h2>
+<section id="the-basics">
+<h3>The basics<a class="headerlink" href="#the-basics" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Learn one test framework well enough for basics</p>
+<ul>
+<li><p>Explore and use the good tools that exist out there</p></li>
+<li><p>An incomplete list of testing frameworks can be found in the <a class="reference internal" href="index.html#document-quick-reference"><span class="doc std std-doc">Quick Reference</span></a></p></li>
+</ul>
+</li>
+<li><p>Start with some basics</p>
+<ul>
+<li><p>Some simple thing that test all parts</p></li>
+</ul>
+</li>
+<li><p>Automate tests</p>
+<ul>
+<li><p>Faster feedback and reduce the number of surprises</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="going-more-in-depth">
+<h3>Going more in-depth<a class="headerlink" href="#going-more-in-depth" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Strike a healthy balance between unit tests and integration tests</p></li>
+<li><p>As the code gets larger and the chance of undetected bugs
+increases, tests should increase</p></li>
+<li><p>When adding new functionality, also add tests</p></li>
+<li><p>When you discover and fix a bug, also commit a test against this bug</p></li>
+<li><p>Use code coverage analysis to identify untested or unused code</p></li>
+<li><p>If you make your code easier to test, it becomes more modular</p></li>
+</ul>
+</section>
+<section id="ways-to-get-started">
+<h3>Ways to get started<a class="headerlink" href="#ways-to-get-started" title="Link to this heading"></a></h3>
+<p>You probably won’t do everything perfectly when you start off… But
+what are some of the easy starting points?</p>
+<ul class="simple">
+<li><p>Do you have some single functions that are easy to test, but hard to
+verify just by looking at them?  Add unit tests.</p></li>
+<li><p>Do you have data analysis or simulation of some sort?  Make an
+end-to-end test with sample data, or sample parameters.  This is
+useful as an example anyway.</p></li>
+<li><p>A local testing framework + GitHub actions is very easy!  And works
+well in the background - you do whatever you want and get an email
+if you break things.  It’s actually pretty freeing.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-full-cycle-ci"></span><section id="optional-full-cycle-collaborative-workflow">
+<h2>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="exercise-a-full-cycle-collaborative-workflow">
+<h3>Exercise a full-cycle collaborative workflow<a class="headerlink" href="#exercise-a-full-cycle-collaborative-workflow" title="Link to this heading"></a></h3>
+<p>This exercise is a collaborative version of the <a class="reference internal" href="index.html#document-continuous-integration"><span class="doc std std-doc">Automated testing exercise</span></a>.</p>
+<div class="admonition-fullci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab-with-pull-requests-and-issues exercise important admonition" id="exercise-0">
+<p class="admonition-title">FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues</p>
+<p>This is an expanded version of the <a class="reference internal" href="index.html#document-continuous-integration"><span class="doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="_images/testing_group_work.png"><img alt="Graph with exercise steps" src="_images/testing_group_work.png" style="width: 300px;" /></a>
+<figcaption>
+<p><span class="caption-text">Overview of this exercise. Below we detail the steps.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<section id="prerequisites">
+<h4>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h4>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab">
+<h4>Step 1: Create a new repository on GitHub/GitLab<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Select a <strong>different repository name</strong> than your colleagues (otherwise forking the same name will be strange)</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Share the repository URL with your exercise group via shared document or chat</p></li>
+</ul>
+</section>
+<section id="step-2-clone-your-own-repository-add-code-commit-and-push">
+<h4>Step 2: Clone your own repository, add code, commit, and push<a class="headerlink" href="#step-2-clone-your-own-repository-add-code-commit-and-push" title="Link to this heading"></a></h4>
+<p>Clone the repository.</p>
+<p>Add a file <code class="docutils literal notranslate"><span class="pre">example.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 8</span>
+
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+</pre></div>
+</div>
+<p>Test <code class="docutils literal notranslate"><span class="pre">example.py</span></code> with <code class="docutils literal notranslate"><span class="pre">pytest</span></code>.</p>
+<p>Then stage the file (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</section>
+<section id="step-3-enable-automated-testing">
+<h4>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-0-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-0-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-0-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Set up
+this workflow” under Python Application:</p>
+<figure class="align-default" id="id2">
+<img alt="Selecting a Python workflow" src="_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python application</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v2</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.8</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v2</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">3.8</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="w">        </span><span class="no">pip install flake8 pytest</span>
+<span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">        </span><span class="no">pytest example.py</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="_images/gh_action_commit.png"><img alt="Committing the change" src="_images/gh_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-0-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</span><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest example.py</span>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id4">
+<a class="reference internal image-reference" href="_images/gl_action_commit.png"><img alt="Committing the change" src="_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h4>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-1-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-1-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-1-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-1-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h4>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h4>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">example.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h4>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h4>
+<p>Open a new issue in your repository about the broken test (click the “Issues” button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fork-and-clone-the-repository-of-your-colleague">
+<h4>Step 7: Fork and clone the repository of your colleague<a class="headerlink" href="#step-7-fork-and-clone-the-repository-of-your-colleague" title="Link to this heading"></a></h4>
+<p>Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout">this visual representation</a>).</p>
+<p><strong>Make sure you clone the fork after you have forked it. Do not clone
+your colleague’s repository directly.</strong></p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-2-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-2-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://gitlab.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="step-8-fix-the-broken-test">
+<h4>Step 8: Fix the broken test<a class="headerlink" href="#step-8-fix-the-broken-test" title="Link to this heading"></a></h4>
+<p>After you have fixed the code, commit the following commit message
+<code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that you try to fix
+issue number 1).</p>
+<p>Then push to your fork.</p>
+</section>
+<section id="step-9-open-a-pull-request-github-merge-request-gitlab">
+<h4>Step 9: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-9-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h4>
+<p>Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#NUMBEROFTHEISSUE</span></code></p>
+</section>
+<section id="step-10-accept-the-pull-request-merge-request">
+<h4>Step 10: Accept the pull request/ merge request<a class="headerlink" href="#step-10-accept-the-pull-request-merge-request" title="Link to this heading"></a></h4>
+<p>Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="discussion">
+<h4>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h4>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+<div class="admonition-optional-fullci-2-add-a-license-file-to-the-previous-exercise-s-repository exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) FullCI-2: Add a license file to the previous exercise’s repository</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h3>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+</div>
+<div class="toctree-wrapper compound">
+<span id="document-exercises"></span><section id="list-of-exercises">
+<h2>List of exercises<a class="headerlink" href="#list-of-exercises" title="Link to this heading"></a></h2>
+<section id="full-list">
+<h3>Full list<a class="headerlink" href="#full-list" title="Link to this heading"></a></h3>
+<p>This is a list of all exercises and solutions in this lesson, mainly
+as a reference for helpers and instructors.  This list is
+automatically generated from all of the other pages in the lesson.
+Any single teaching event will probably cover only a subset of these,
+depending on their interests.</p>
+</section>
+</section>
+<span id="document-quick-reference"></span><section id="quick-reference">
+<h2>Quick Reference<a class="headerlink" href="#quick-reference" title="Link to this heading"></a></h2>
+<section id="available-tools">
+<h3>Available tools<a class="headerlink" href="#available-tools" title="Link to this heading"></a></h3>
+<section id="unit-test-frameworks">
+<h4>Unit test frameworks<a class="headerlink" href="#unit-test-frameworks" title="Link to this heading"></a></h4>
+<p>A <strong>test framework</strong> makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.</p>
+<ul class="simple">
+<li><p>Python</p>
+<ul>
+<li><p><a class="reference internal" href="#pytest-ref"><span class="std std-ref">pytest</span></a></p></li>
+<li><p><a class="reference external" href="http://nose.readthedocs.io">nose</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/doctest.html">doctest</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/unittest.html">unittest</a></p></li>
+</ul>
+</li>
+<li><p>R</p>
+<ul>
+<li><p><a class="reference internal" href="#testthat"><span class="std std-ref">testthat</span></a></p></li>
+</ul>
+</li>
+<li><p>Julia</p>
+<ul>
+<li><p><a class="reference internal" href="#test"><span class="std std-ref">Test</span></a></p></li>
+</ul>
+</li>
+<li><p>Matlab</p>
+<ul>
+<li><p><a class="reference external" href="https://www.mathworks.com/help/matlab/class-based-unit-tests.html">Class-Based Unit Tests</a></p></li>
+</ul>
+</li>
+<li><p>C(++)</p>
+<ul>
+<li><p><a class="reference internal" href="#google-test"><span class="std std-ref">Google Test</span></a></p></li>
+<li><p><a class="reference internal" href="#catch2"><span class="std std-ref">Catch2</span></a></p></li>
+<li><p><a class="reference external" href="https://freedesktop.org/wiki/Software/cppunit/">cppunit</a></p></li>
+<li><p><a class="reference internal" href="#boost-test"><span class="std std-ref">Boost.Test</span></a></p></li>
+<li><p><a class="reference external" href="http://unittest-cpp.github.io">UnitTest++</a></p></li>
+</ul>
+</li>
+<li><p>Fortran</p>
+<ul>
+<li><p><a class="reference internal" href="#pfunit"><span class="std std-ref">pFUnit</span></a></p></li>
+<li><p><a class="reference external" href="https://sourceforge.net/projects/fortranxunit/">FRUIT</a></p></li>
+<li><p><a class="reference external" href="http://flibs.sourceforge.net/ftnunit.html">Ftunit</a></p></li>
+</ul>
+</li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pytest">
+<span id="pytest-ref"></span><h4>pytest_<a class="headerlink" href="#pytest" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Python</p></li>
+<li><p><a class="reference external" href="http://doc.pytest.org">http://doc.pytest.org</a></p></li>
+<li><p>Installable via Conda or pip.</p></li>
+<li><p>Easy to use: Prefix a function with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and the test runner will execute it.
+No need to subclass anything.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Returns a list of integers representing</span>
+<span class="sd">    the word lengths in string s.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">w</span><span class="p">)</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">split</span><span class="p">()]</span>
+
+<span class="k">def</span> <span class="nf">test_get_word_lengths</span><span class="p">():</span>
+    <span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;Three tomatoes are walking down the street&quot;</span>
+    <span class="k">assert</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pytest-demo/builds/104182942">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pytest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="testthat">
+<span id="id1"></span><h4>testthat<a class="headerlink" href="#testthat" title="Link to this heading"></a></h4>
+<ul>
+<li><p>R</p></li>
+<li><p><a class="reference external" href="https://github.com/r-lib/testthat">https://github.com/r-lib/testthat</a></p></li>
+<li><p>Easily installed from CRAN with <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>, or from GitHub with <code class="docutils literal notranslate"><span class="pre">devtools::install_github(&quot;r-lib/testthat&quot;)</span></code></p></li>
+<li><p>Use in package development with <code class="docutils literal notranslate"><span class="pre">usethis::use_testthat()</span></code></p></li>
+<li><p>Add a new test file with <code class="docutils literal notranslate"><span class="pre">usethis::use_test(&quot;test-name&quot;)</span></code>, e.g.:</p>
+<div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="c1"># tests/testthat/test_example.R</span>
+<span class="c1"># file added by running `usethis::use_test(&quot;example&quot;)`</span>
+
+<span class="nf">context</span><span class="p">(</span><span class="s">&quot;Arithmetics&quot;</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="s">&quot;mypackage&quot;</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;square root function works&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_warning</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">-4</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+<p>Tests consist of one or more <em>expectations</em>, and multiple tests can be grouped together in one test file.
+Test files are put in the directory <code class="docutils literal notranslate"><span class="pre">tests/testthat/</span></code>, and their file names are prefixed with <code class="docutils literal notranslate"><span class="pre">test_</span></code>.</p>
+</li>
+<li><p>Run all tests in package with <code class="docutils literal notranslate"><span class="pre">devtools::test()</span></code> (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>&gt; devtools::test()
+Loading mypackage
+Testing mypackage
+✔ |  OK F W S | Context
+✔ |   2       | Arithmetics
+
+══ Results ═════════════════════════════════════════════════════════════════════
+OK:       2
+Failed:   0
+Warnings: 0
+Skipped:  0
+</pre></div>
+</div>
+</li>
+</ul>
+<p>More information in the <a class="reference external" href="http://r-pkgs.had.co.nz/tests.html">Testing chapter</a> of the book <a class="reference external" href="http://r-pkgs.had.co.nz">R Packages</a> by Hadley Wickham.</p>
+<hr class="docutils" />
+</section>
+<section id="test">
+<span id="id2"></span><h4>Test<a class="headerlink" href="#test" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Julia</p></li>
+<li><ul>
+<li><p><a class="reference external" href="https://docs.julialang.org/en/v1/stdlib/Test/">Documentation</a></p></li>
+</ul>
+</li>
+<li><p>Part of the standard library</p></li>
+<li><p>Provides simple unit testing functionality with
+<code class="docutils literal notranslate"><span class="pre">&#64;test</span></code> and <code class="docutils literal notranslate"><span class="pre">&#64;test_throws</span></code> macros:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># approximate comparisons:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="nb">π</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">3.14</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.01</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># Tests that an expression throws exception:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">BoundsError</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">][</span><span class="mi">4</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">BoundsError</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DimensionMismatch</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">DimensionMismatch</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p>Grouping related tests with the <code class="docutils literal notranslate"><span class="pre">&#64;testset</span></code> macro:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">length</span><span class="p">(</span><span class="n">w</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">split</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Testing get_word_length()&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">text</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Three tomatoes are walking down the street&quot;</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">number</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">123</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+<hr class="docutils" />
+</section>
+<section id="catch2">
+<span id="id3"></span><h4>Catch2<a class="headerlink" href="#catch2" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://github.com/catchorg/Catch2">Project page with installation instructions</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Header-only</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Use the example library to add numbers&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[add]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="n">_a</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="google-test">
+<span id="id4"></span><h4>Google Test<a class="headerlink" href="#google-test" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://google.github.io/googletest/">Documentation</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;gtest/gtest.h&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">TEST</span><span class="p">(</span><span class="n">example</span><span class="p">,</span><span class="w"> </span><span class="n">add</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="kt">double</span><span class="w"> </span><span class="n">res</span><span class="p">;</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">ASSERT_NEAR</span><span class="p">(</span><span class="n">res</span><span class="p">,</span><span class="w"> </span><span class="mf">3.0</span><span class="p">,</span><span class="w"> </span><span class="mf">1.0e-11</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/gtest-demo/builds/104190982">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/gtest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="boost-test">
+<span id="id5"></span><h4>Boost.Test<a class="headerlink" href="#boost-test" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html">Documentation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Header-only use possible</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;boost/test/unit_test.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">BOOST_AUTO_TEST_CASE</span><span class="p">(</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">BOOST_TEST</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pfunit">
+<span id="id6"></span><h4>pFUnit<a class="headerlink" href="#pfunit" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Fortran</p></li>
+<li><p><a class="reference external" href="https://github.com/Goddard-Fortran-Ecosystem/pFUnit">Documentation and installation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Requires modern Fortran compilers (uses F2003 standard)</p></li>
+</ul>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_add_numbers</span><span class="p">()</span>
+
+   <span class="n">use</span> <span class="n">hello</span>
+   <span class="n">use</span> <span class="n">pfunit_mod</span>
+
+   <span class="n">implicit</span> <span class="n">none</span>
+
+   <span class="n">real</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span> <span class="p">::</span> <span class="n">res</span>
+
+   <span class="n">call</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="n">d0</span><span class="p">,</span> <span class="mf">2.0</span><span class="n">d0</span><span class="p">,</span> <span class="n">res</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="mf">3.0</span><span class="n">d0</span><span class="p">)</span>
+
+<span class="n">end</span> <span class="n">subroutine</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference internal" href="index.html#document-code/fortran/build_pFUnit"><span class="doc std std-doc">Example installation instructions</span></a></p></li>
+</ul>
+<p>To test the <code class="docutils literal notranslate"><span class="pre">factorial</span></code> and <code class="docutils literal notranslate"><span class="pre">fizzbuzz</span></code> functions from the <a class="reference internal" href="index.html#document-test-design"><span class="doc std std-doc">test-design
+exercises</span></a>, use this <code class="docutils literal notranslate"><span class="pre">CMakeLists.txt</span></code> file:</p>
+<div class="highlight-cmake notranslate"><div class="highlight"><pre><span></span><span class="nb">cmake_minimum_required</span><span class="p">(</span><span class="s">VERSION</span><span class="w"> </span><span class="s">3.12</span><span class="p">)</span>
+
+<span class="nb">project</span><span class="w"> </span><span class="p">(</span><span class="s">PFUNIT_DEMO_CR</span>
+<span class="w">  </span><span class="s">VERSION</span><span class="w"> </span><span class="s">1.0.0</span>
+<span class="w">  </span><span class="s">LANGUAGES</span><span class="w"> </span><span class="s">Fortran</span><span class="p">)</span>
+
+<span class="nb">find_package</span><span class="p">(</span><span class="s">PFUNIT</span><span class="w"> </span><span class="s">REQUIRED</span><span class="p">)</span>
+<span class="nb">enable_testing</span><span class="p">()</span>
+
+<span class="c"># system under test</span>
+<span class="nb">add_library</span><span class="w"> </span><span class="p">(</span><span class="s">sut</span>
+<span class="w">  </span><span class="s">factorial.f90</span>
+<span class="w">  </span><span class="s">fizzbuzz.f90</span>
+<span class="w">  </span><span class="p">)</span>
+
+<span class="nb">target_include_directories</span><span class="p">(</span><span class="s">sut</span><span class="w"> </span><span class="s">PUBLIC</span><span class="w"> </span><span class="o">${</span><span class="nv">CMAKE_CURRENT_BINARY_DIR</span><span class="o">}</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nb">set</span><span class="w"> </span><span class="p">(</span><span class="s">test_srcs</span><span class="w"> </span><span class="s">test_factorial.pf</span><span class="w"> </span><span class="s">test_fizzbuzz.pf</span><span class="p">)</span>
+<span class="nb">add_pfunit_ctest</span><span class="w"> </span><span class="p">(</span><span class="s">my_tests</span>
+<span class="w">  </span><span class="s">TEST_SOURCES</span><span class="w"> </span><span class="o">${</span><span class="nv">test_srcs</span><span class="o">}</span>
+<span class="w">  </span><span class="s">LINK_LIBRARIES</span><span class="w"> </span><span class="s">sut</span>
+<span class="w">  </span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can then compile using this script:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/bash -f</span>
+
+<span class="k">if</span><span class="w"> </span><span class="o">[[</span><span class="w"> </span>-d<span class="w"> </span>build<span class="w"> </span><span class="o">]]</span>
+<span class="k">then</span>
+<span class="w">    </span>rm<span class="w"> </span>-rf<span class="w"> </span>build
+<span class="k">fi</span>
+
+mkdir<span class="w"> </span>-p<span class="w"> </span>build
+<span class="nb">cd</span><span class="w"> </span>build
+cmake<span class="w"> </span>..<span class="w"> </span>-DCMAKE_PREFIX_PATH<span class="o">=</span><span class="nv">$PFUNIT_DIR</span>
+make
+./my_tests
+
+<span class="c1"># or</span>
+<span class="c1"># ctest --verbose</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pfunit-demo/builds/104193675">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pfunit-demo">Example project</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="services-to-deploy-testing-and-coverage">
+<h4>Services to deploy testing and coverage<a class="headerlink" href="#services-to-deploy-testing-and-coverage" title="Link to this heading"></a></h4>
+<p>Each of these are web services to handle testing, free for open source
+projects.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/features/actions">GitHub Actions</a> (we will
+demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://about.gitlab.com/features/gitlab-ci-cd/">GitLab CI</a>
+(we will demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://azure.microsoft.com/en-us/services/devops/pipelines/">Azure Pipelines</a></p></li>
+<li><p><a class="reference external" href="https://coveralls.io">Coveralls</a></p></li>
+<li><p><a class="reference external" href="https://codecov.io">Codecov</a></p></li>
+</ul>
+</section>
+</section>
+<hr class="docutils" />
+<section id="good-resources">
+<h3>Good resources<a class="headerlink" href="#good-resources" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p><a class="reference external" href="https://realpython.com/python-testing/">Getting Started With Testing in Python</a></p></li>
+<li><p><a class="reference external" href="http://pythontesting.net/start-here/">Introductions to Python Testing Frameworks</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Testing is a basic requirement of any possible language</p></li>
+<li><p>There are various tools for any language you may use</p></li>
+<li><p>There are free web services for open source</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-guide"></span><section id="instructor-guide">
+<h2>Instructor guide<a class="headerlink" href="#instructor-guide" title="Link to this heading"></a></h2>
+<section id="detailed-schedule">
+<h3>Detailed schedule<a class="headerlink" href="#detailed-schedule" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>9:00-9:15 <a class="reference external" href="https://coderefinery.github.io/testing/motivation/">Motivation</a></p></li>
+<li><p>9:15-9:40 <a class="reference external" href="https://coderefinery.github.io/testing/pytest/">Testing locally</a></p>
+<ul>
+<li><p>explain the exercise: 5 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+</ul>
+</li>
+<li><p>9:40-10:00 <a class="reference external" href="https://coderefinery.github.io/testing/continuous-integration/">Automated testing</a></p>
+<ul>
+<li><p>demo</p></li>
+</ul>
+</li>
+<li><p>10:00-10:10 Break</p></li>
+<li><p>10:10-10:50 <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design</a></p>
+<ul>
+<li><p>explain the exercise: 10 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+<li><p>discussion and type-along of advanced exercises: 10 minutes</p></li>
+</ul>
+</li>
+<li><p>10:50-11:00 Discussion and summary</p></li>
+</ul>
+</section>
+<section id="why-we-teach-this-lesson">
+<h3>Why we teach this lesson<a class="headerlink" href="#why-we-teach-this-lesson" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Because writing tests and using automated testing is often part
+of the development process, especially for codes that are larger than
+a simple script.</p></li>
+<li><p>We wish to give learners the tools so that they can rewrite codes and
+collaborate on a code projects with more confidence.</p></li>
+<li><p>Testing can help detecting regressions during development instead of later
+(when using the code) or too late (after having published results).</p></li>
+<li><p>Can simplify collaboration since contributors can be more confident that
+their changes preserve expected functionality.</p></li>
+<li><p>Tests document the intent of the function/module/library/code.</p></li>
+<li><p>Tests can guide the code towards more modular and reusable code style with
+fewer side effects.</p></li>
+</ul>
+</section>
+<section id="intended-learning-outcomes">
+<h3>Intended learning outcomes<a class="headerlink" href="#intended-learning-outcomes" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Know that in each language tools exist that can execute a series of test functions
+and report success or failure.</p></li>
+<li><p>Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+allow us to automatically run tests on every Git push or every pull request or merge request.</p></li>
+<li><p>Be able to approach a function or module or library and design a test for it “in words”
+or pseudo-code.</p></li>
+<li><p>Know what test coverage means and how it can help to detect untested/unused code.</p></li>
+<li><p>Know where in a larger and untested project to start introducing tests since it is beyond
+reach and also probably not reasonable to test everything.</p></li>
+</ul>
+</section>
+<section id="how-we-teach-this-lesson">
+<h3>How we teach this lesson<a class="headerlink" href="#how-we-teach-this-lesson" title="Link to this heading"></a></h3>
+<section id="how-to-start">
+<h4>How to start<a class="headerlink" href="#how-to-start" title="Link to this heading"></a></h4>
+<p>The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.</p>
+</section>
+<section id="questions-to-involve-participants">
+<h4>Questions to involve participants<a class="headerlink" href="#questions-to-involve-participants" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Do you agree that testing software is similar to calibrating detectors?</p></li>
+<li><p>Do you test your code?</p></li>
+<li><p>How and when do you test?</p></li>
+<li><p>Where would you start adding a test in an existing project?</p></li>
+<li><p>In which situations would you recommend not to add any tests?</p></li>
+</ul>
+</section>
+<section id="structure-of-the-lesson">
+<h4>Structure of the lesson<a class="headerlink" href="#structure-of-the-lesson" title="Link to this heading"></a></h4>
+<section id="motivation-and-concepts">
+<h5>Motivation and concepts<a class="headerlink" href="#motivation-and-concepts" title="Link to this heading"></a></h5>
+<p>The former “motivation” and “concepts” episodes have been combined
+into one.  Previously, the lesson was described as quite dogmagtic and
+without enough time for exercises.  When teaching, try to give some of
+the benefits, but without being too long about it.  The quick
+reference has more details on language-specific things.</p>
+</section>
+<section id="testing-locally">
+<h5>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h5>
+<p>After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise “Testing with numerical
+tolerance” can be left as homework.  The end-to-end test may be hard
+for many people who can’t script other programs, but it provides
+something that can keep advanced people interested for longer.</p>
+</section>
+<section id="automated-testing-or-full-cycle-collaborative-workflow">
+<h5>Automated testing (or full-cycle collaborative workflow)<a class="headerlink" href="#automated-testing-or-full-cycle-collaborative-workflow" title="Link to this heading"></a></h5>
+<p>After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode “Full-cycle
+collaborative workflow”, and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.</p>
+<p><strong>If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!</strong></p>
+<p>If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with “fixes
+#1” (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.</p>
+</section>
+<section id="test-design">
+<h5>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h5>
+<p>This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.</p>
+</section>
+<section id="order-of-continuous-integration-and-test-design">
+<h5>Order of Continuous Integration and Test Design<a class="headerlink" href="#order-of-continuous-integration-and-test-design" title="Link to this heading"></a></h5>
+<p>When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.</p>
+</section>
+</section>
+<section id="timing">
+<h4>Timing<a class="headerlink" href="#timing" title="Link to this heading"></a></h4>
+<p>The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with “Full-cycle
+collaborative workflow”, or give more time to the Test Design episode.</p>
+<p>Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.</p>
+</section>
+<section id="room-for-improvement">
+<h4>Room for improvement<a class="headerlink" href="#room-for-improvement" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>The lesson is still too Python centric in the “Testing locally” and “Automated testing” episodes.
+It would be nice to offer alternatives for learners who write in different languages.</p></li>
+<li><p>Currently the lesson is in the “discipline” domain. Testing is
+something you do to control behavior (your own as well as the code).
+Testing is also something you can do to improve productivity, but this
+is less visible/detectable.</p></li>
+</ul>
+</section>
+</section>
+<section id="field-reports">
+<h3>Field reports<a class="headerlink" href="#field-reports" title="Link to this heading"></a></h3>
+<section id="march-first-time-with-no-exercises">
+<h4>2024 March (first time with no exercises)<a class="headerlink" href="#march-first-time-with-no-exercises" title="Link to this heading"></a></h4>
+<p>This was the first year we did the “all demo” mode with no exercises,
+and it worked well enough.  Our rough plan can be seen <a class="reference external" href="https://hackmd.io/cMowYt5nQOqZj0n1wsIlyw">at this
+hackmd</a> (not pasted here
+because it’s kind of long).</p>
+<p>We tried to be fast with motivation, and not go to details. In
+“testing locally”, we basically did the exercise as a demo.  There
+wasn’t much of note, it worked and there was plenty of
+discussion. “Automated testing” worked fine also, except: a) we had to
+choose how to push to Github, we used vscode, but not all learners did
+that method.  Nothing to change here, but be aware you should explain
+what and why you are doing for people who didn’t use your chosen
+method of linking, and b) code coverage didn’t work from a PR from a
+fork.  We had one person set up the automated tests, then swapped
+instructors and showed the second making the fork and contributing.</p>
+<p>The biggest thing to think about is how, when demoing testing
+locally/automated testing, people ask “how to tests work?”, which then
+comes later.  I don’t know if I would change the order,
+though… because showing how to design tests without knowing how to
+use them would make the same kind of questions, but reversed.  I think
+it’s just a “decide how it is and prepare for the questions” - maybe
+in “motivation” or some other summary episode at the start.</p>
+<p>“Test design” didn’t have any major problems, but many of the tests
+were relatively simple to discuss: the earlier tests would be trivial
+to understand if someone shows you the code (should we demonstrate
+typing two lines that’s the same as in motivation? - but interesting
+to do as an exercise).  Some of the later ones were interesting to
+build up and demonstrate.  It would be good to think which exercises
+one wants to demo, and which one wants to only talk about.  And think
+which comes out of each demo/telling.</p>
+<p>Overall, no major issues in doing this demo-based with good
+familiarity but limited preparation time.</p>
+</section>
+<section id="september">
+<h4>2023 September<a class="headerlink" href="#september" title="Link to this heading"></a></h4>
+<p>For this lesson, “Motivation” and “Concepts” were combined.  An extra
+end-to-end test was added under “testing locally”.</p>
+</section>
+<section id="march">
+<h4>2023 March<a class="headerlink" href="#march" title="Link to this heading"></a></h4>
+<p>Due to a mix-up with instructors, we changed the plan at the last
+minute and it didn’t go so well (we should have known).  The original
+plan had pytest as a demo, with exercises for Github CI and test
+design.  We did pytest as an exercise, Github CI as an exercise, and
+had almost no time for test design.  One complaint was that there
+wasn’t enough time for practical things, so I think a plan like last
+time could have been good.  As usual, we should have found a way to
+talk less and do more.</p>
+<p>This was the schedule from March 2023:</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 [<span class="nt">Software testing</span>](<span class="na">https://coderefinery.github.io/testing/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="id1">
+<h4>2022 September<a class="headerlink" href="#id1" title="Link to this heading"></a></h4>
+<p>Overall, it went well with the schedule below.  We had to be
+efficient, but it seemed like it wasn’t too hard.  The only complaint
+was that there was a lot of time for the first exercise (pytest
+locally), which I would agree with.  I think for next time, we should
+add in parts of that exercise so that there are more advanced things
+to do, since there are more nice features of pytest, such as <code class="docutils literal notranslate"><span class="pre">--pdb</span></code>,
+running single tests, etc.  Other than that, there wasn’t really much
+to report.</p>
+<p>The way extra long breaks and a 5-minute starting point were included
+is quite good for the schedule.  Not because we needed them, but it
+allowed us to go over time and not be under so much time pressure.</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="gs">**Day 6**</span>
+<span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 Software testing
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="november-instructor-training-workshop">
+<h4>2019 November instructor training workshop<a class="headerlink" href="#november-instructor-training-workshop" title="Link to this heading"></a></h4>
+<p>Some notes about teaching are here:
+<a class="reference external" href="https://github.com/coderefinery/testing/issues/42">https://github.com/coderefinery/testing/issues/42</a></p>
+</section>
+</section>
+</section>
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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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Test design</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#pure-and-impure-functions">Pure and impure functions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#test-driven-development">Test-driven development</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-randomness">Testing randomness</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#designing-an-end-to-end-test">Designing an end-to-end test</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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="../">Automated testing</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">Test design</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/test-design.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="test-design">
+<h1>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can different types of functions and classes be tested?</p></li>
+<li><p>How can the integrity of a complete program be monitored over time?</p></li>
+<li><p>How can functions that involve random numbers be tested?</p></li>
+</ul>
+</div>
+<p>In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.</p>
+<div class="admonition-exercise-instructions discussion important admonition" id="discussion-0">
+<p class="admonition-title">Exercise instructions</p>
+<p><strong>For the instructor</strong></p>
+<ul class="simple">
+<li><p>First motivate and give a quick tour of all exercises below (10 minutes).</p></li>
+<li><p>Emphasize that the focus of this episode is <em>design</em>. It is OK to only discuss in groups and not write code.</p></li>
+</ul>
+<p><strong>During exercise session</strong></p>
+<ul class="simple">
+<li><p>Choose the exercise which interests you most. There are many more exercises than we would have time for.</p></li>
+<li><p>Discuss what testing framework can be used to implement the test.</p></li>
+<li><p>Keep notes, questions, and answers in the collaborative document.</p></li>
+</ul>
+<p><strong>Once we return to stream</strong></p>
+<ul class="simple">
+<li><p>Discussion about experiences learned.</p></li>
+</ul>
+</div>
+<div class="admonition-language-specific-instructions callout admonition" id="callout-0">
+<p class="admonition-title">Language-specific instructions</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>The suggested solutions below use pytest. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#pytest-ref"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><p>The suggested solutions below use Catch2. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#catch2"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>The suggested solutions below use testthat. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#testthat"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><p>The suggested solutions below use Test. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#test"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><p>The suggested solutions below use pFUnit. Further information on how to install
+pFUnit and set up tests can
+be found in the <a class="reference internal" href="../quick-reference/#pfunit"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div></div>
+</div>
+<section id="pure-and-impure-functions">
+<h2>Pure and impure functions<a class="headerlink" href="#pure-and-impure-functions" title="Link to this heading"></a></h2>
+<p>Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.</p>
+<div class="admonition-design-1-design-a-test-for-a-function-that-receives-a-number-and-returns-a-number exercise important admonition" id="exercise-0">
+<p class="admonition-title">Design-1: Design a test for a function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="nf">factorial</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">result</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">i</span>
+<span class="w">  </span><span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">result</span><span class="w"> </span><span class="o">*=</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! computes the factorial of n</span>
+<span class="w">   </span><span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">r</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">i</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Received negative input&#39;</span>
+<span class="w">         </span><span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">do </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+<span class="w">         </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">r</span><span class="o">*</span><span class="n">i</span>
+<span class="w">      </span><span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div><p>Discussion point: The factorial grows very rapidly. What happens if you
+pass a large number as argument to the function?</p>
+</div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;factorial.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[factorial]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="m">6</span><span class="p">)</span>
+<span class="w">  </span><span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+<span class="w">  </span><span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test factorial function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_factorial</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">factorial_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="s1">&#39;factorial(5)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_factorial</span>
+</pre></div>
+</div>
+</div></div>
+<p>Notes on the discussion point: Programming languages differ in the way they deal with integer
+overflow. Python automatically converts to the necessary <code class="docutils literal notranslate"><span class="pre">long</span></code> type, in Julia you would
+observe a “wrap-around”, in C/C++ you get undefined behaviour for signed integers.
+Testing for overflow likewise depends on the language.</p>
+</div>
+</div>
+<div class="admonition-design-2-design-a-test-for-a-function-that-receives-two-strings-and-returns-a-number exercise important admonition" id="exercise-1">
+<p class="admonition-title">Design-2: Design a test for a function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-3-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">  </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-1">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-4-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-4-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-3-design-a-test-for-a-function-which-reads-a-file-and-returns-a-number exercise important admonition" id="exercise-2">
+<p class="admonition-title">Design-3: Design a test for a function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-5-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-5-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;streambuf&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ifstream</span><span class="w"> </span><span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+<span class="w">		   </span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0l</span><span class="n">u</span><span class="p">;</span><span class="w"> </span><span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">line</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">    </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;r&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">file</span>
+<span class="w">        </span><span class="n">lines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-2">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-6-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-6-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">namespace</span><span class="w"> </span><span class="nn">fs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nn">std</span><span class="o">::</span><span class="nn">filesystem</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">tmp_dir</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fpath</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="s">&quot;temp_file&quot;</span><span class="w"> </span><span class="p">};</span>
+
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ofstream</span><span class="w"> </span><span class="nf">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+<span class="w">  </span><span class="n">s</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span><span class="w"> </span><span class="n">fpath</span><span class="w"> </span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">fname</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">tempfile</span><span class="p">()</span>
+<span class="w">  </span><span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">fname</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span>
+<span class="w">    </span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">testio</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mktemp</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span><span class="w"> </span><span class="n">msg</span><span class="p">)</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-4-design-a-test-for-a-function-with-an-external-dependency exercise important admonition" id="exercise-3">
+<p class="admonition-title">Design-4: Design a test for a function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-7-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-7-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;constants.hpp&quot;</span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span><span class="w"> </span><span class="k">class</span><span class="w"> </span><span class="nc">ReactorState</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">FINE</span><span class="p">,</span><span class="w"> </span><span class="n">CRITICAL</span><span class="w"> </span><span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span><span class="w"> </span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+<span class="w">	     </span><span class="o">?</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span>
+<span class="w">	     </span><span class="o">:</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-3">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-8-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-8-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;reactor.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">99</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">100</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w">  </span><span class="c1"># boundary cases easily go wrong</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">101</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test check_reactor_temperature function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w">   </span><span class="c"># boundary cases easily go wrong</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-5-design-a-test-for-a-method-of-a-mutable-class exercise important admonition" id="exercise-4">
+<p class="admonition-title">Design-5: Design a test for a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-9-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-9-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">Pet</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="k">private</span><span class="o">:</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name_</span><span class="p">{};</span>
+
+<span class="w"> </span><span class="k">public</span><span class="o">:</span>
+<span class="w">  </span><span class="k">explicit</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{}</span>
+<span class="w">  </span><span class="kt">void</span><span class="w"> </span><span class="n">go_for_a_walk</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">hunger_</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="w">  </span><span class="c1">// ^-- how would you test this function?</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">hunger_</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">structure</span><span class="p">(</span>
+<span class="w">    </span><span class="nf">list</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">0</span><span class="p">),</span>
+<span class="w">    </span><span class="n">class</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Pet&quot;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span><span class="w"> </span><span class="k">struct</span> <span class="kt">Pet</span>
+<span class="w">    </span><span class="n">name</span><span class="o">::</span><span class="kt">String</span>
+<span class="w">    </span><span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="kt">Pet</span><span class="p">)</span>
+<span class="w">    </span><span class="n">pet</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-4">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-10-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-10-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;fido&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;pet.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[pets]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fido</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">Pet</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;fido&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">-1</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test mutable struct&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="test-driven-development">
+<h2>Test-driven development<a class="headerlink" href="#test-driven-development" title="Link to this heading"></a></h2>
+<div class="admonition-design-6-experience-test-driven-development exercise important admonition" id="exercise-5">
+<p class="admonition-title">Design-6: Experience test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-5">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-11-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-11-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-11-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-11-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-11-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="nf">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;fizzbuzz.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+<span class="w">	</span><span class="s">&quot;1&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;2&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;4&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;7&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;8&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;11&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;13&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;14&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;16&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;17&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;19&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">21</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># define the function</span>
+<span class="n">fizz_buzz</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">number</span><span class="p">){</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="o">!</span><span class="n">number</span><span class="o">%%</span><span class="m">1</span><span class="o">==</span><span class="m">0</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">     </span><span class="nf">stop</span><span class="p">(</span><span class="s">&quot;non-integer or negative input not allowed!&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if </span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span>
+<span class="p">}</span>
+
+<span class="c1"># apply it to the numbers 1 to 50</span>
+<span class="nf">for </span><span class="p">(</span><span class="n">number</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">print</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="n">number</span><span class="p">))</span>
+<span class="p">}</span>
+
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">4</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">15</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span><span class="w">  </span>
+
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1.5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="s">&#39;rabbit&#39;</span><span class="p">))</span><span class="w">    </span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">number</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">14</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">17</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+<span class="w">    </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_result</span>
+
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">fizzbuzz_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! Evaluates the fizzbuzz of n</span>
+<span class="w">   </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="k">function </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="n">str1</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;FizzBuzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Fizz&#39;</span>
+<span class="w">         </span><span class="n">str1</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Buzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="n">n</span><span class="o">&lt;</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Err n&lt;0&#39;</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="nb">char</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end if</span>
+<span class="k">      </span><span class="n">fizzbuzz</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">fizzbuzz</span>
+<span class="k">end module </span><span class="n">fizzbuzz_mod</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_fizzbuzz</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">fizzbuzz_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Fizz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(12)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Buzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">25</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(25)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;FizzBuzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(60)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_fizzbuzz</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="testing-randomness">
+<h2>Testing randomness<a class="headerlink" href="#testing-randomness" title="Link to this heading"></a></h2>
+<p>How would you test functions which generate random numbers
+according to some distribution/statistics?</p>
+<p>Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:</p>
+<ul class="simple">
+<li><p>For unit tests we can use fixed random seeds.</p></li>
+<li><p>Try to test whether your results follow the expected
+distribution/statistics.</p></li>
+<li><p>When you verify your code “by eye”, what are you looking at? Now try
+to express that in a script.</p></li>
+</ul>
+<div class="admonition-design-7-write-two-different-types-of-tests-for-randomness exercise important admonition" id="exercise-6">
+<p class="admonition-title">Design-7: Write two different types of tests for randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-12-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-12-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-12-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;tuple&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;vector&gt;</span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span><span class="w"> </span><span class="o">&lt;</span><span class="k">typename</span><span class="w"> </span><span class="nc">PRNGEngine</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">},</span>
+<span class="w">    </span><span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="n">gen</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// create a fair die</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">weights</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mf">1.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fair_dice</span><span class="w"> </span><span class="o">=</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span><span class="w"> </span><span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">rolls</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0u</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_dice</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">toss</span><span class="p">,</span>
+<span class="w">				</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">				    </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">);</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="c1">// throw all dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">first_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">it_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+<span class="w">  </span><span class="c1">// number of faces that showed the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+<span class="w">  </span><span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+<span class="w">  </span><span class="c1">// the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">idx_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">it_max</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// no yahtzee :(</span>
+<span class="w">  </span><span class="c1">// we throw (n_dice - n_collected) dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">second_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+<span class="w">  </span><span class="c1">// YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// final chance</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">third_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="n">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;We got &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; times in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span>
+<span class="w">	      </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;YAHTZEE in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Roll a fair die num_dice times.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return A vector of die throw results</span>
+<span class="n">roll_dice</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">ceiling</span><span class="p">(</span><span class="nf">runif</span><span class="p">(</span><span class="n">num_dice</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">))</span>
+<span class="p">}</span>
+
+<span class="c1">#&#39; Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return The number of same sides</span>
+<span class="n">yahtzee</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">most_common_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.numeric</span><span class="p">(</span><span class="nf">names</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))]))[</span><span class="m">1</span><span class="p">]</span>
+<span class="w">  </span><span class="n">how_often</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.vector</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))])[</span><span class="m">1</span><span class="p">]</span>
+
+<span class="w">  </span><span class="c1"># we keep the most common side</span>
+<span class="w">  </span><span class="n">target_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">most_common_side</span>
+<span class="w">  </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">how_often</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="c1"># second and third throw</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">2</span><span class="o">:</span><span class="m">3</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">target_side</span><span class="p">)</span>
+
+<span class="w">    </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">return</span><span class="p">(</span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">sides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="c"># we first throw all dice</span>
+<span class="w">    </span><span class="n">first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># count how many times each side comes up</span>
+<span class="w">    </span><span class="n">side_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">sides</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># collected_side is the dice side we will start collecting</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">collected_side</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+<span class="w">    </span><span class="n">second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># final throw...</span>
+<span class="w">    </span><span class="n">third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-6">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-13-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-13-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-13-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-13-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-13-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-13-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-13-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="kn">import</span> <span class="nn">pytest</span>
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tests</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="n">pytest</span><span class="o">.</span><span class="n">approx</span><span class="p">(</span><span class="mf">0.046</span><span class="p">,</span> <span class="nb">abs</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;yahtzee.hpp&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[toss]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+
+<span class="w">  </span><span class="c1">// we fix both the random device and the random engine.</span>
+<span class="w">  </span><span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">mt19937</span><span class="w"> </span><span class="n">prng</span><span class="p">;</span>
+<span class="w">  </span><span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_1</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_1</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_2</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_2</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_3</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_3</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// try a million throws and see if we get close</span>
+<span class="w">  </span><span class="c1">// to the statistical average of 4.6%</span>
+<span class="w">  </span><span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_trials</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1e6</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_trials</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_tests</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">if </span><span class="p">(</span><span class="o">!</span><span class="nf">require</span><span class="p">(</span><span class="n">testthat</span><span class="p">))</span><span class="w"> </span><span class="nf">install.packages</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;dice is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">set.seed</span><span class="p">(</span><span class="m">42</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">3</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">3</span><span class="p">))</span>
+<span class="p">})</span>
+
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;yahtzee is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">n_games</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1e6</span><span class="w"> </span><span class="c1">#could be very slow, when in doubt change to 1e4</span>
+
+<span class="w">  </span><span class="n">n_winning</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="nf">replicate</span><span class="p">(</span><span class="n">n_games</span><span class="p">,</span><span class="w"> </span><span class="nf">yahtzee</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">n_winning</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_games</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0.046</span>
+<span class="w">  </span><span class="nf">expect_lt</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected</span><span class="p">),</span><span class="w"> </span><span class="m">0.003</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="n">include</span><span class="p">(</span><span class="s">&quot;yahtzee.jl&quot;</span><span class="p">)</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;test roll_dice&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># fix random seed</span>
+<span class="w">    </span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+<span class="w">    </span><span class="c"># known sequence for given seed</span>
+<span class="w">    </span><span class="n">exp_first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_first_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_second_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;testing yahtzee&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># try a million throws and see if we get close</span>
+<span class="w">    </span><span class="c"># to the statistical average of 4.6%</span>
+<span class="w">    </span><span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">    </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">n_tests</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1_000_000</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+<span class="w">        </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">            </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">0.046</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="designing-an-end-to-end-test">
+<h2>Designing an end-to-end test<a class="headerlink" href="#designing-an-end-to-end-test" title="Link to this heading"></a></h2>
+<p>In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.</p>
+<div class="admonition-design-8-design-but-not-write-an-end-to-end-test-for-the-uniq-program exercise important admonition" id="exercise-7">
+<p class="admonition-title">Design-8: Design (but not write) an end-to-end test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>How would you write an end-to-end test for <code class="docutils literal notranslate"><span class="pre">uniq</span></code>?</p>
+</div>
+<div class="admonition-design-9-more-end-to-end-testing exercise important admonition" id="exercise-8">
+<p class="admonition-title">Design-9: More end-to-end testing</p>
+<ul class="simple">
+<li><p>Now imagine a code which reads numbers and produces some (floating
+point) numbers. How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<div class="admonition-design-10-create-an-actual-end-to-end-test exercise important admonition" id="exercise-9">
+<p class="admonition-title">Design-10: Create an actual end-to-end test</p>
+<p>Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)</p>
+<p>We’ll use the word-count example repository
+<a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>.</p>
+<p>As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>statistics/count.py<span class="w"> </span>data/abyss.txt
+</pre></div>
+</div>
+<p>Your goal is to make a test that can run this and let you know if it’s
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: <code class="docutils literal notranslate"><span class="pre">the</span> <span class="pre">4044</span></code> and <code class="docutils literal notranslate"><span class="pre">and</span> <span class="pre">2807</span></code>.</p>
+<p>Python hint:
+<a class="reference external" href="https://docs.python.org/3/library/subprocess.html#subprocess.check_output">subprocess.check_output</a>
+will run a command and return its output as a string.</p>
+<p>Bash hint: <code class="docutils literal notranslate"><span class="pre">COMMAND</span> <span class="pre">|</span> <span class="pre">grep</span> <span class="pre">&quot;PATTERN&quot;</span></code> (“pipe to grep”) will be true if
+the pattern is in the command.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-7">
+<p class="admonition-title">Solution</p>
+<p>There are two solutions in the repository already, in the <code class="docutils literal notranslate"><span class="pre">tests/</span></code>
+dierectory <a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.</p>
+<p>The shell one works with shell and prints a bit more output:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>sh<span class="w"> </span>tests/end-to-end-shell.sh
+<span class="go">the 4044</span>
+<span class="go">Success: &#39;the&#39; found correct number of times</span>
+<span class="go">and 2807</span>
+<span class="go">Success: &#39;and&#39; found correct number of times</span>
+<span class="go">Success</span>
+</pre></div>
+</div>
+<p>The Python one:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>tests/end-to-end-python.py
+<span class="go">Success</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Pure functions (these are functions without side-effects) are easiest to test.
+And also easiest to reuse in another code project since they don’t depend on
+any side-effects.</p></li>
+<li><p>Classes can be tested but it’s somewhat more elaborate.</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../continuous-integration/" class="btn btn-neutral float-left" title="Automated testing" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../conclusions/" class="btn btn-neutral float-right" title="Conclusions and recommendations" 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 project.</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>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
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+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: ea4897e49f5b978f65c1bc025167d12d
+tags: d77d1c0d9ca2f4c8421862c7c5a0d620
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+# Concepts
+
+```{questions}
+- What are unit tests, regression tests, and integration tests?
+- What is test coverage?
+- How should we approach testing?
+```
+
+```{figure} img/unit-testing.jpg
+:alt: Tests is no guarantee
+:width: 400px
+
+Tests are no guarantee. Figure source: <https://twitter.com/dave1010/status/613601365529657344>
+```
+
+
+## How to test?
+
+Imperfect tests **run frequently** are better than perfect tests which are
+never written:
+- Test **frequently** (each commit/push)
+- Test **automatically** (e.g. using
+  [Azure pipelines](https://azure.microsoft.com/en-us/services/devops/pipelines/) or
+  [GitHub Actions](https://github.com/marketplace?type=actions) or [GitLab CI](https://docs.gitlab.com/ee/ci/) or similar services)
+- Test with [numerical tolerance](http://www.smbc-comics.com/comic/2013-06-05)
+  (see also ["What Every Programmer Should Know About Floating-Point Arithmetic"](https://floating-point-gui.de/))
+- Think about **code coverage** ([Coveralls](https://coveralls.io) or [Codecov](https://codecov.io) or similar services)
+
+---
+
+## Defensive programming
+
+- Assume that mistakes will happen and introduce guards against them.
+- Use **assertions** for things you believe will/should never happen.
+- Use **exceptions** for anomalous or exceptional conditions requiring
+  special processing.
+
+```python
+def kelvin_to_celsius(temp_k):
+    """
+    Converts temperature in Kelvin
+    to Celsius.
+    """
+    assert temp_k >= 0.0, "ERROR: negative T_K"
+    temp_c = temp_k - 273.15
+    return temp_c
+```
+
+---
+
+## Unit tests
+
+- **Unit tests** are functions
+- Test one unit: module or even single function
+- Good documentation of the capability and dependencies of a module
+- Unit tests are not about testing units of measure and unit conversion, they are about testing small components (units) of a code
+
+---
+
+## Integration tests
+
+- **Integration tests** verify whether multiple modules are working well together
+- Like in a car assembly we have to test all components independently and also whether the components are working together when combined
+- Unit tests can be used for testing independent components (_e.g._ battery, controller, motor) and integration tests to check if car is working overall
+
+---
+
+## Regression tests
+
+- Similarly to integration tests, **regression tests** often operate on the
+  whole code base
+- Rather than assuming that the test author knows what the correct
+  result should be, regression tests look to the past for the expected behavior
+- Often spans multiple code versions: when developing a new version, input
+  and output files of a previous version are used to test that the same
+  behaviour is observed
+
+---
+
+## Test-driven development
+
+- In **test-driven development**, one writes tests before writing code
+- Very often we know the result that a function is supposed to produce
+- Development cycle (red, green, refactor):
+    - Write the test
+    - Write an empty function template
+    - **Verify that the test fails**
+    - Program until the test passes
+    - Perhaps improve until you are happy (refactor)
+    - Move on
+
+---
+
+## Continuous integration
+
+- **Continuous integration** is basically when you automatically test
+  every single commit/push (you test whether code integrates **before** you integrate it)
+
+---
+
+## Code coverage
+
+- If I break the code and all tests pass who is to blame?
+- **Code coverage** measures and documents which lines of code have been traversed during a test run
+- It is possible to have line-by-line coverage
+- [Real-life example](https://coveralls.io/github/bast/runtest)
+
+---
+
+## Total time to test matters
+
+- Total time to test matters
+- If the test set takes 7 hours to run, it is likely that nobody will run it
+- Identify fast essential test set that has sufficient coverage and is sufficiently
+  short to be run before each commit or push
+- Test code can be marked (grouped). Here our `pytest` is marked:
+
+```python
+@pytest.mark.conversion
+def test_fahrenheit_to_celsius():
+    temp_c = fahrenheit_to_celsius(temp_f=100.0)
+    expected_result = 37.777777
+    assert abs(temp_c - expected_result) < 1.0e-6
+```
+
+```sh
+$ pytest -v -m conversion
+```
+
+---
+
+## Tests don't guarantee correctness
+
+Not only do tests not guarantee the absence of bugs, they can
+also contain their own bugs. 
+Here's an example of how we could get the testing of the
+`kelvin_to_celsius` function wrong:
+
+```python
+def kelvin_to_celsius(temp_k):
+    """
+    Converts temperature in Kelvin
+    to Celsius.
+    """
+    assert temp_k >= 0.0, "ERROR: negative T_K"
+    temp_c = temp_k + 273.15  # BUG!
+    return temp_c
+
+# buggy test
+def test_kelvin_to_celsius():
+    temp_c = kelvin_to_celsius(temp_k=0.0)
+    expected_result = 273.15
+    assert abs(temp_c - expected_result) < 1.0e-6    
+```
+
+All tests are happy!
+
+---
+
+## Testing frameworks
+
+A large number of testing frameworks, tools and libraries are available for
+different programming languages. Some of the most popular ones are listed
+in the [Quick Reference](./quick-reference).
+
+---
+
+## Good practices
+
+- Test before committing (use the Git staging area)
+- Fix broken tests immediately (dirty dishes effect)
+- Do not deactivate tests "temporarily"
+- Think about coverage (physics and lines of code)
+- Go public with your testing dashboard and issues/tickets
+- Test controlled errors: if something is expected to fail, test for that
+- Create benchmark calculations to cover various performance-critical modules and monitor timing
+- Make testing easy to run (`make test`)
+- Make testing easy to analyze
+    - Do not flood screen with pages of output in case everything runs OK
+    - Test with numerical tolerance (extremely annoying to compare digits by eye)
+
+
+```{keypoints}
+- Assertions, exceptions, unit tests, integration tests and regression
+  tests are used to test a code on different levels
+- Test driven development is one way to develop code which is tested
+  from the start
+- Continuous integration is when every commit/merge is tested
+  automatically
+```
diff --git a/branch/thor--simplify-ci/_sources/conclusions.md.txt b/branch/thor--simplify-ci/_sources/conclusions.md.txt
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+# Conclusions and recommendations
+
+- Explore and use the good tools that exist out there
+- An incomplete list of testing frameworks can be found in the [Quick Reference](quick-reference)
+- Automate tests: faster feedback and reduce the number of surprises
+- Strike a healthy balance between unit tests and integration tests
+- When adding new functionality, also add tests
+- When you discover and fix a bug, also commit a test against this bug
+- Use code coverage analysis to identify untested or unused code
+- If you make your code easier to test, it becomes more modular
+
+
+## Good resources
+
+- [Getting Started With Testing in Python](https://realpython.com/python-testing/)
+- [Introductions to Python Testing Frameworks](http://pythontesting.net/start-here/)
diff --git a/branch/thor--simplify-ci/_sources/continuous-integration.md.txt b/branch/thor--simplify-ci/_sources/continuous-integration.md.txt
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+# Automated testing 
+
+```{questions}
+- How can we implement automatic testing each time we push changes to the repository?
+- Why is it good to autoclose issues with commit messages?
+```
+
+## Type-along exercise: Continuous integration
+
+We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.
+
+This exercise can be run in "collaborative mode" by following instead the instructions
+in [Full-cycle collaborative workflow](./full-cycle-ci). In the collaborative version steps
+C-D below are performed by a collaborator.
+
+
+```{challenge} Exercise overview
+
+In this exercise, we will:
+
+**A.** Create a repository on GitHub/GitLab   
+**B.** Commit code to the repository and set up tests with GitHub Actions/ GitLab CI  
+**C.** Find a bug in our repository and open an issue to report it  
+**D.** Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)  
+**E.** Merge the pull/merge request and see how the issue is automatically closed.
+```
+
+### Prerequisites
+
+If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+[this git-refresher material](https://coderefinery.github.io/git-refresher/).
+If you are new to pull requests / merge requests, you can learn all about them
+in the [Collaborative Git lesson](https://coderefinery.github.io/git-collaborative/).
+
+### Step 1: Create a new repository on GitHub/GitLab
+
+- Begin by creating a repository called (for example) *example-ci*.
+- **Before** you create the repository, select **"Initialize this repository
+  with a README"** (otherwise you try to clone an empty repo).
+
+### Step 2: Clone your repository, add code, commit, and push
+
+Clone the repository.
+
+Add a file `example.py` containing:
+
+```python
+def add(a, b):
+    return a + b
+
+
+def test_add():
+    assert add(2, 3) == 5
+    assert add('space', 'ship') == 'spaceship'
+
+
+def subtract(a, b):
+    return a + b  # <--- fix this in step 8
+
+
+# uncomment the following test in step 5
+#def test_subtract():
+#    assert subtract(2, 3) == -1
+```
+Test `example.py` with `pytest`.
+
+Then stage the file (`git add <filename>`), commit (`git commit -m "some commit message"`),
+and push the changes (`git push origin main`).
+
+
+### Step 3: Enable automated testing
+
+`````{tabs}
+   ````{tab} GitHub
+
+   In this step we will enable GitHub Actions.
+   Select "Actions" from your GitHub repository page. You get to a page
+   "Get started with GitHub Actions". Select the button for "Set up
+   this workflow" under Python Application:
+
+   ```{figure} img/python_application.png
+   :alt: Selecting a Python workflow
+
+   Select "Python application" as the starter workflow.
+   ```
+
+   GitHub creates the following file for you in the subfolder `.github/workflows`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 34-36
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+   name: Python application
+
+   on:
+     push:
+       branches: [ main ]
+     pull_request:
+       branches: [ main ]
+
+   jobs:
+     build:
+
+       runs-on: ubuntu-latest
+
+       steps:
+       - uses: actions/checkout@v2
+       - name: Set up Python 3.8
+         uses: actions/setup-python@v2
+         with:
+           python-version: 3.8
+       - name: Install dependencies
+         run: |
+           python -m pip install --upgrade pip
+           pip install flake8 pytest
+           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+       - name: Lint with flake8
+         run: |
+           # stop the build if there are Python syntax errors or undefined names
+           flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+           # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+           flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+       - name: Test with pytest
+         run: |
+           pytest example.py
+   ```
+
+   Commit the change by pressing the "Start Commit" button:
+
+   ```{figure} img/gh_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+
+   ````{tab} GitLab
+
+   In this step we will enable GitLab CI.
+   Select "CI/CD" from your Gitlab sidebar of the project. You get to a page
+   "Editor". (Instead you can also click on "Add CI/CD" on the main page or just add a `.gitlab-ci.yml` file the result is identical.
+
+   Copy the following code snippet into the file. Gitlab will save it as `.gitlab-ci.yml`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 22
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml
+
+   image: python:latest
+   stages:
+     - linting
+     - test
+   before_script:
+     - cat /proc/version #print out operations system
+     - python -V  # Print out python version for debugging
+     - pip install pytest flake8
+     - if [ -f requirements.txt ]; then pip install -r requirements.txt;fi
+
+   linting:
+     stage: linting
+     script:
+       - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+       - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+   test:
+     stage: test
+     script:
+       - pytest example.py
+
+   ```
+
+   Commit the change by pressing the "Commit changes" button:
+
+   ```{figure} img/gl_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+`````
+
+
+### Step 4: Verify that tests have been automatically run
+
+`````{tabs}
+   ````{tab} GitHub
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+
+   ````{tab} GitLab
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a blue marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/gl_green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Pipelines" tab and look at the steps there and their output.
+   ````
+`````
+
+
+### Step 5: Add a test which reveals a problem
+
+After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:
+
+```bash
+$ git pull origin main
+```
+
+Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called `main` and not perhaps `master`.
+
+Next uncomment the code in `example.py` under "step 5", commit, and push.
+Verify that the test suite now fails on the "Actions" tab (GitHub)
+or the "CI/CD->Pipelines" tab (GitLab).
+
+
+### Step 6: Open an issue on GitHub/GitLab
+
+Open a new issue in your repository about the broken test (click the
+"Issues" button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.
+
+
+### Step 7: Fix the broken test
+
+Now fix the code **on a new branch**, you can call it `yourname/bugfix`.
+After you have fixed the code on the new branch, commit the following
+commit message `"restore function subtract; fixes #1"` (assuming that
+you try to fix issue number 1).
+
+Then push to your repository.
+
+
+### Step 8: Open a pull request (GitHub)/ merge request (GitLab)
+
+Go back to the repository on GitHub or GitLab and open a pull/merge
+request. **In a collaborative setting, you could request a code
+review from collaborators at this stage.** Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.
+
+If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: `my pull/merge request
+title, closes #1`.
+
+
+### Step 9: Accept the pull/merge request
+
+Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).
+
+See also:
+- GitHub: [closing issues using keywords](https://help.github.com/articles/closing-issues-using-keywords/)
+- GitLab: [closing issues using keywords](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues)
+
+Discuss whether this is a useful feature. And if it is, why do you think is it useful?
+
+
+### Discussion
+
+Finally, we discuss together about our experiences with this exercise.
+
+---
+
+## Where to go from here
+
+- This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages
+- This workflow is very useful for collaborators who work on the same code and it works both for
+  [centralized](https://coderefinery.github.io/git-collaborative/02-centralized/) and
+  [forking](https://coderefinery.github.io/git-collaborative/03-distributed/) workflows - have a look at this
+  [alternative exercise](./full-cycle-ci) to see how that works.
+- GitHub Actions has a [Marketpace](https://github.com/marketplace?type=actions) which offer wide range of automatic workflows
+- On GitLab use [GitLab CI](https://about.gitlab.com/product/continuous-integration/)
+- For Windows builds you can also use [Appveyor](https://www.appveyor.com)
+
+
+```{keypoints}
+- When fixing bugs or other problems reported in issues, use the issue
+  autoclosing mechanism when you send the pull/merge request.
+```
diff --git a/branch/thor--simplify-ci/_sources/full-cycle-ci.md.txt b/branch/thor--simplify-ci/_sources/full-cycle-ci.md.txt
new file mode 100644
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@@ -0,0 +1,347 @@
+# (Optional) Full-cycle collaborative workflow
+
+```{questions}
+- How can we implement automatic testing each time we push changes to the repository?
+- Why is it good to autoclose issues with commit messages?
+```
+
+
+## Exercise a full-cycle collaborative workflow
+
+This exercise is a collaborative version of the [Automated testing exercise](./continuous-integration).
+
+```{challenge} Exercise overview
+This is an expanded version of the [automated testing demonstration](./continuous-integration).
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).
+
+The exercise takes 20-30 minutes.
+
+In this exercise, everybody will:
+
+**A.** Create a repository on GitHub/GitLab (everybody should use a **different repository name** for their repository)  
+**B.** Commit code to the repository and set up tests with GitHub Actions/ GitLab CI  
+**C.** Everybody will find a bug in their repository and open an issue in their repository  
+**D.** Then each one will clone the repo of one of their exercise partners, fix the bug,
+  and open a pull request (GitHub)/ merge request (GitLab)  
+**E.** Everybody then merges their co-worker's change  
+```
+
+```{figure} img/testing_group_work.png
+:alt: Graph with exercise steps
+:width: 300px
+
+Overview of this exercise. Below we detail the steps.
+```
+
+### Prerequisites
+
+If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+[this git-refresher material](https://coderefinery.github.io/git-refresher/).
+
+
+### Step 1: Create a new repository on GitHub/GitLab
+
+- Select a **different repository name** than your colleagues (otherwise forking the same name will be strange)
+- **Before** you create the repository, select **"Initialize this repository
+  with a README"** (otherwise you try to clone an empty repo).
+- Share the repository URL with your exercise group via shared document or chat
+
+
+### Step 2: Clone your own repository, add code, commit, and push
+
+Clone the repository.
+
+Add a file `example.py` containing:
+
+```python
+def add(a, b):
+    return a + b
+
+
+def test_add():
+    assert add(2, 3) == 5
+    assert add('space', 'ship') == 'spaceship'
+
+
+def subtract(a, b):
+    return a + b  # <--- fix this in step 8
+
+
+# uncomment the following test in step 5
+#def test_subtract():
+#    assert subtract(2, 3) == -1
+```
+Test `example.py` with `pytest`.
+
+Then stage the file (`git add <filename>`), commit (`git commit -m "some commit message"`),
+and push the changes (`git push origin main`).
+
+
+### Step 3: Enable automated testing
+
+`````{tabs}
+   ````{tab} GitHub
+
+   In this step we will enable GitHub Actions.
+   Select "Actions" from your GitHub repository page. You get to a page
+   "Get started with GitHub Actions". Select the button for "Set up
+   this workflow" under Python Application:
+
+   ```{figure} img/python_application.png
+   :alt: Selecting a Python workflow
+
+   Select "Python application" as the starter workflow.
+   ```
+
+   GitHub creates the following file for you in the subfolder `.github/workflows`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 34-36
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+   name: Python application
+
+   on:
+     push:
+       branches: [ main ]
+     pull_request:
+       branches: [ main ]
+
+   jobs:
+     build:
+
+       runs-on: ubuntu-latest
+
+       steps:
+       - uses: actions/checkout@v2
+       - name: Set up Python 3.8
+         uses: actions/setup-python@v2
+         with:
+           python-version: 3.8
+       - name: Install dependencies
+         run: |
+           python -m pip install --upgrade pip
+           pip install flake8 pytest
+           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+       - name: Lint with flake8
+         run: |
+           # stop the build if there are Python syntax errors or undefined names
+           flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+           # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+           flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+       - name: Test with pytest
+         run: |
+           pytest example.py
+   ```
+
+   Commit the change by pressing the "Start Commit" button:
+
+   ```{figure} img/gh_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+
+   ````{tab} GitLab
+
+   In this step we will enable GitLab CI.
+   Select "CI/CD" from your Gitlab sidebar of the project. You get to a page
+   "Editor". (Instead you can also click on "Add CI/CD" on the main page or just add a `.gitlab-ci.yml` file the result is identical.
+
+   Copy the following code snippet into the file. Gitlab will save it as `.gitlab-ci.yml`.
+   Add `pytest example.py` to the last line (highlighted):
+
+   ```{code-block} yaml
+   ---
+   emphasize-lines: 22
+   ---
+   # This workflow will install Python dependencies, run tests and lint with a single version of Python
+   # For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml
+
+   image: python:latest
+   stages:
+     - linting
+     - test
+   before_script:
+     - cat /proc/version #print out operations system
+     - python -V  # Print out python version for debugging
+     - pip install pytest flake8
+     - if [ -f requirements.txt ]; then pip install -r requirements.txt;fi
+
+   linting:
+     stage: linting
+     script:
+       - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+       - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+   test:
+     stage: test
+     script:
+       - pytest example.py
+
+   ```
+
+   Commit the change by pressing the "Commit changes" button:
+
+   ```{figure} img/gl_action_commit.png
+   :alt: Committing the change
+   :width: 400px
+
+   Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.
+   ```
+   ````
+`````
+
+
+### Step 4: Verify that tests have been automatically run
+
+`````{tabs}
+   ````{tab} GitHub
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a yellow marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Actions" tab and look at the steps there and their output.
+   ````
+
+   ````{tab} GitLab
+
+   Observe in the repository how the test succeeds. While the test is
+   executing, the repository has a blue marker. This is replaced with a green
+   check mark, once the test succeeds:
+
+   ```{figure} img/gl_green_check_mark.png
+   :alt: Verify that the test passed
+
+   Green check means passed.
+   ```
+
+   Also browse the "Pipelines" tab and look at the steps there and their output.
+   ````
+`````
+
+
+### Step 5: Add a test which reveals a problem
+
+After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:
+
+```bash
+$ git pull origin main
+```
+
+Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called `main` and not perhaps `master`.
+
+Next uncomment the code in `example.py` under "step 5", commit, and push.
+Verify that the test suite now fails on the "Actions" tab (GitHub)
+or the "CI/CD->Pipelines" tab (GitLab).
+
+
+### Step 6: Open an issue on GitHub/GitLab
+
+Open a new issue in your repository about the broken test (click the "Issues" button on
+GitHub or GitLab and write a title for the issue). 
+The plan is that your colleague will fix the issue through a pull/merge request.
+
+
+### Step 7: Fork and clone the repository of your colleague
+
+Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+[this visual representation](https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout)).
+
+**Make sure you clone the fork after you have forked it. Do not clone
+your colleague's repository directly.**
+
+`````{tabs}
+   ````{tab} GitHub
+
+      ```bash
+      $ git clone https://github.com/your-username/the-repository.git
+      ```
+   ````
+
+   ````{tab} GitLab
+
+      ```bash
+      $ git clone https://gitlab.com/your-username/the-repository.git
+      ```
+   ````
+`````
+
+
+### Step 8: Fix the broken test
+
+After you have fixed the code, commit the following commit message
+`"restore function subtract; fixes #1"` (assuming that you try to fix
+issue number 1).
+
+Then push to your fork.
+
+
+### Step 9: Open a pull request (GitHub)/ merge request (GitLab)
+
+Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.
+
+If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: `my pull/merge request title, closes #NUMBEROFTHEISSUE`
+
+
+### Step 10: Accept the pull request/ merge request
+
+Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).
+
+See also:
+- GitHub: [closing issues using keywords](https://help.github.com/articles/closing-issues-using-keywords/)
+- GitLab: [closing issues using keywords](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues)
+
+Discuss whether this is a useful feature. And if it is, why do you think is it useful?
+
+
+### Discussion
+
+Finally, we discuss together about our experiences with this exercise.
+
+
+```{challenge} Optional exercise
+In the [Social coding and open software](https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/)
+lesson we learn how important it is to add a LICENSE file.
+
+Your goal:
+- You discover that your coworker's repository does not have a LICENSE file.
+- Open an issue and suggest a LICENSE.
+- Then add a LICENSE via a pull/merge request, referencing the issue number.
+```
+
+---
+
+## Where to go from here
+
+- This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages
+- GitHub Actions has a [Marketpace](https://github.com/marketplace?type=actions) which offer wide range of automatic workflows
+- On GitLab use [GitLab CI](https://about.gitlab.com/product/continuous-integration/)
+- For Windows builds you can also use [Appveyor](https://www.appveyor.com)
+
+
+```{keypoints}
+- When fixing bugs or other problems reported in issues, use the issue
+  autoclosing mechanism when you send the pull/merge request.
+```
diff --git a/branch/thor--simplify-ci/_sources/guide.md.txt b/branch/thor--simplify-ci/_sources/guide.md.txt
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+# Instructor guide
+
+## Why we teach this lesson
+
+- Because writing tests and using automated testing is often part
+  of the development process, especially for codes that are larger than
+  a simple script.
+- We wish to give learners the tools so that they can rewrite codes and
+  collaborate on a code projects with more confidence.
+- Testing can help detecting regressions during development instead of later
+  (when using the code) or too late (after having published results).
+- Can simplify collaboration since contributors can be more confident that
+  their changes preserve expected functionality.
+- Tests document the intent of the function/module/library/code.
+- Tests can guide the code towards more modular and reusable code style with
+  fewer side effects.
+
+
+## Intended learning outcomes
+
+- Know that in each language tools exist that can execute a series of test functions
+  and report success or failure.
+- Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+  allow us to automatically run tests on every Git push or every pull request or merge request.
+- Be able to approach a function or module or library and design a test for it "in words"
+  or pseudo-code.
+- Know what test coverage means and how it can help to detect untested/unused code.
+- Know where in a larger and untested project to start introducing tests since it is beyond
+  reach and also probably not reasonable to test everything.
+
+
+## How we teach this lesson
+
+### How to start
+
+The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.
+
+### Questions to involve participants
+
+- Do you agree that testing software is similar to calibrating detectors?
+- Do you test your code?
+- How and when do you test?
+- Where would you start adding a test in an existing project?
+- In which situations would you recommend not to add any tests?
+
+
+### Structure of the lesson
+
+#### Concepts
+
+After the Motivation episode, the lesson continues with a walkthrough
+of important concepts in software testing (unit tests, integration
+tests, test-driven development etc). At the end of the Concepts episode
+there's a link to the Quick Reference where learners can find a list of
+available testing frameworks for different languages.
+
+#### Testing locally
+
+After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise "Testing with numerical
+tolerance" can be left as homework.
+
+#### Automated testing (or full-cycle collaborative workflow)
+
+After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode "Full-cycle
+collaborative workflow", and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.  
+
+**If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!**
+
+If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with "fixes
+#1" (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.
+
+#### Test design
+
+This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.
+
+#### Order of Continuous Integration and Test Design
+
+When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.
+
+### Timing
+
+The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with "Full-cycle 
+collaborative workflow", or give more time to the Test Design episode.
+
+Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing 
+exercise and test design.
+
+### Room for improvement
+
+- The lesson is still too Python centric in the "Testing locally" and "Automated testing" episodes.
+  It would be nice to offer alternatives for learners who write in different languages.
+- Currently the lesson is in the "discipline" domain. Testing is
+  something you do to control behavior (your own as well as the code).
+  Testing is also something you can do to improve productivity, but this
+  is less visible/detectable.
diff --git a/branch/thor--simplify-ci/_sources/index.rst.txt b/branch/thor--simplify-ci/_sources/index.rst.txt
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+Software testing
+================
+
+In this lesson we will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see automated testing works and practice designing and writing tests.
+
+.. prereq::
+
+   1. You need `pytest <http://doc.pytest.org>`__ (as part of Anaconda or Miniconda or Virtual Environment).
+
+   2. Basic understanding of Git.
+
+   3. You need a `GitHub <https://github.com>`__ or a `Gitlab <https://gitlab.com/>`__ account.
+
+
+.. csv-table::
+   :widths: auto
+   :delim: ;
+
+   10 min ; :doc:`motivation`
+   10 min ; :doc:`concepts`
+   20 min ; :doc:`pytest`
+   30 min ; :doc:`continuous-integration`
+   30 min ; :doc:`test-design`
+   5 min ; :doc:`conclusions`
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: The lesson
+
+   motivation
+   concepts
+   pytest
+   continuous-integration
+   test-design
+   conclusions
+   full-cycle-ci
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Reference
+
+   quick-reference
+   guide
diff --git a/branch/thor--simplify-ci/_sources/motivation.md.txt b/branch/thor--simplify-ci/_sources/motivation.md.txt
new file mode 100644
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+# Motivation
+
+```{questions}
+- Why automated tests
+- Can there be situations where automated tests are too much?
+```
+
+
+## Untested software can be compared to uncalibrated detectors
+
+*"Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response."*
+
+> [From [Testing and Continuous Integration with Python](https://carpentries-incubator.github.io/python-testing/), created by K. Huff]
+
+Simulations and analysis using software *should* be held to the same standards as experimental measurement devices!
+
+Further motivation for testing:
+
+- [A Scientist's Nightmare: Software Problem Leads to Five Retractions](https://science.sciencemag.org/content/314/5807/1856.summary)
+- [Researchers find bug in Python script may have affected hundreds of studies](https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/)
+
+---
+
+## Testing in a nutshell
+
+In software tests, expected results are compared with observed results in order
+to establish accuracy:
+
+````{tabs}
+   ```{code-tab} py
+
+   def fahrenheit_to_celsius(temp_f):
+       """Converts temperature in Fahrenheit
+       to Celsius.
+       """
+       temp_c = (temp_f - 32.0) * (5.0/9.0)
+       return temp_c
+
+   # This is the test function: `assert` raises an error if something
+   # is wrong.
+   def test_fahrenheit_to_celsius():
+       temp_c = fahrenheit_to_celsius(temp_f=100.0)
+       expected_result = 37.777777
+       assert abs(temp_c - expected_result) < 1.0e-6
+   ```
+
+   ```{code-tab} c++
+
+   #include <cmath>  // std::abs
+   #include <cstdlib>
+   #include <iostream>
+
+   using namespace std;
+
+   /* Converts temperature in Fahrenheit to Celsius. */
+   double fahrenheit_to_celsius(double temp_f) {
+     auto temp_c = (temp_f - 32.0) * (5.0 / 9.0);
+     return temp_c;
+   }
+
+   /* This is the test function: `throws` raises an error if something is wrong. */
+   void test_fahrenheit_to_celsius() {
+     auto temp_c = fahrenheit_to_celsius(100.0);
+     auto expected_result = 37.777777;
+     try {
+       if (abs(temp_c - expected_result) > 1.0e-6) throw "Error";
+     } catch (char const* err) {
+       cout << err;
+     }
+   }
+   
+   int main() {
+     cout << fahrenheit_to_celsius(20);
+     test_fahrenheit_to_celsius();
+     return EXIT_SUCCESS;
+   }
+   ```
+   
+   ```{code-tab} r R
+
+   # Converts temperature in Fahrenheit to Celsius.
+   fahrenheit_to_celsius <- function(temp_f)
+   {
+     temp_c <- (temp_f - 32.0) * (5.0/9.0)
+     temp_c
+   }
+
+   # This is the test function: `assertive::is_true` raises an error if something
+   # is wrong.
+   test_fahrenheit_to_celsius <- function()
+   {
+     temp_c <- fahrenheit_to_celsius(temp_f = 100.0)
+     expected_result <- 37.777777
+     assertive::is_true(abs(temp_c - expected_result) < 1.0e-6)
+   }
+   ```
+   ```{code-tab} fortran
+   program temperature_conversion
+
+   implicit none
+   call test_fahrenheit_to_celsius()
+
+   contains
+
+   function fahrenheit_to_celsius(temp_f) result(temp_c)
+      implicit none
+      real temp_f
+      real temp_c
+      temp_c = (temp_f - 32.0) * (5.0/9.0)
+   end function fahrenheit_to_celsius
+
+   subroutine test_fahrenheit_to_celsius()
+      implicit none
+      real temp_c
+      real expected_result
+      temp_c = fahrenheit_to_celsius(100.0)
+      expected_result = 37.777777
+      if( abs(temp_c - expected_result) > 1.0e-6) then
+         write(*,*) 'Error'
+      else
+         write(*,*) 'Pass'
+      end if
+   end subroutine test_fahrenheit_to_celsius
+
+   end program temperature_conversion
+   ```
+````
+
+Why are we not comparing directly all digits with the expected result?
+
+---
+
+## Tests help preserving expected functionality
+
+- As projects grow, it becomes easier to break things without noticing immediately
+- Software defects can be caused by both human errors and non-controllable events (i.e. environmental conditions)
+- Testing helps **detecting new errors early**
+- Interpreted dynamically typed imperative languages often need to be tested
+- So do compiled languages but the compiler catches at least some errors
+- Testing is essential for research software because we care about
+  reproducibility of scientific results and because derivative research and
+  programs depend on research software
+- "Program testing can be used to show the presence of bugs, but never to show their absence!" (Edsger W. Dijkstra)
+
+---
+
+## Tests help users of your code
+
+- Make it easier for others to verify whether the code has been correctly installed
+- Provide basis to judge the quality of the code
+- Users of your code publish papers based on results produced by your code
+- Your peers need to be able to reproduce your (to be) published computational results
+
+---
+
+## Tests help other developers
+
+- Tests make it easier to **refactor the code** (rewrite code while keeping functionality)
+- Code can become unsustainable without runnable tests and becomes legacy software (i.e. software outdated and not usable anymore)
+- Documentation which is up to date by definition
+- Easier for external developers to contribute to the project without breaking your code
+  (**you may immediately see problems in your code but others may not**)
+  - You are confident accepting contributions
+  - *You* can confidently improve your code
+
+```{figure} img/suit.jpg
+:alt: Old-fashioned diving suit
+:width: 300px
+
+Suiting up to modify untested code.
+```
+
+---
+
+## Tests help managing complexity
+
+
+### Good code: pure and easy to test
+
+"Pure": no side effects.
+We already know how to test this code (see above):
+
+````{tabs}
+   ```{code-tab} py
+
+   def fahrenheit_to_celsius(temp_f):
+       temp_c = (temp_f - 32.0) * (5.0/9.0)
+       return temp_c
+
+   temp_c = fahrenheit_to_celsius(temp_f=100.0)
+   print(temp_c)
+   ```
+
+   ```{code-tab} c++
+
+   #include <cstdlib>
+   #include <iostream>
+
+   /* Converts temperature in Fahrenheit to Celsius. */
+   double fahrenheit_to_celsius(double temp_f) {
+     auto temp_c = (temp_f - 32.0) * (5.0 / 9.0);
+     return temp_c;
+   }
+
+   int main() {
+     auto temp_c = fahrenheit_to_celsius(20);
+     std::cout << temp_c << std::endl;
+     return EXIT_SUCCESS;
+   }
+   ```
+
+   ```{code-tab} r R
+
+   fahrenheit_to_celsius <- function(temp_f)
+   {
+     temp_c <- (temp_f - 32.0) * (5.0/9.0)
+     temp_c
+   }
+
+   temp_c <- fahrenheit_to_celsius(temp_f = 100.0)
+   print(temp_c)
+   ```
+   ```{code-tab} fortran
+   function fahrenheit_to_celsius(temp_f) result(temp_c)
+   implicit none
+   real temp_f
+   real temp_c
+   temp_c = (temp_f - 32.0) * (5.0/9.0)
+   end function fahrenheit_to_celsius
+
+   temp_c = fahrenheit_to_celsius(100.0)
+   write(*,*) temp_c
+   ```
+````
+
+
+### Less good code: has side effects and is difficult to test
+
+How would you test this code:
+
+````{tabs}
+   ```{code-tab} py
+
+   f_to_c_offset = 32.0
+   f_to_c_factor = 0.555555555
+   temp_c = 0.0
+
+   def fahrenheit_to_celsius_bad(temp_f):
+       global temp_c
+       temp_c = (temp_f - f_to_c_offset) * f_to_c_factor
+
+   fahrenheit_to_celsius_bad(temp_f=100.0)
+   print(temp_c)
+   ```
+
+   ```{code-tab} c++
+
+   #include <cstdlib>
+   #include <iostream>
+
+   constexpr double f_to_c_offset = 32.0;
+   constexpr double f_to_c_factor = 0.555555555;
+   double temp_c = 0.0;
+
+   /* Converts temperature in Fahrenheit to Celsius. */
+   void fahrenheit_to_celsius(double temp_f) {
+     temp_c = (temp_f - f_to_c_offset) * f_to_c_factor;
+   }
+
+   int main() {
+     fahrenheit_to_celsius(20);
+     std::cout << temp_c << std::endl;
+     return EXIT_SUCCESS;
+   }
+   ```
+
+   ```{code-tab} r R
+
+   f_to_c_offset <- 32.0
+   f_to_c_factor <- 0.555555555
+   temp_c <- 0.0
+
+   fahrenheit_to_celsius_bad <- function(temp_f)
+   {
+     temp_c <<- (temp_f - f_to_c_offset) * f_to_c_factor
+   }
+
+   fahrenheit_to_celsius_bad(temp_f = 100.0)
+   print(temp_c)
+   ```
+   ```{code-tab} fortran
+   real f_to_c_offset = 32.0
+   real f_to_c_factor = 0.555555555
+
+   function fahrenheit_to_celsius_bad(temp_f) result(temp_c)
+      implicit none
+      real temp_f
+      real temp_c
+      temp_c = (temp_f - f_to_c_offset) * f_to_c_factor
+   end function fahrenheit_to_celsius_bad
+
+   temp_c = fahrenheit_to_celsius_bad(100.0)
+   write(*,*) temp_c
+   ```
+````
+
+> ## Tests guide towards modular code structure
+>
+> - Well structured code (modular code) is easy to test
+> - "Badly" structured code is difficult to test automatically
+> - If you make it easier to test, it becomes more modular
+> - To make code more modular, maybe start by thinking about how to make it testable if you need inspiration?
+{: .discussion}
+
+---
+
+> ## Discussion: When is it OK not to add tests?
+>
+> **It is always a balance: there is no "always"/"never"**.
+> - Jupyter or R Markdown notebook which produces a plot and you know by
+>   looking at the plot whether it worked?
+> - A short, "obviously correct" Python or R script which you never intend to reuse?
+> - A simple short, "obviously correct" shell script?
+> - Can you give other examples?
+{: .discussion}
diff --git a/branch/thor--simplify-ci/_sources/pytest.md.txt b/branch/thor--simplify-ci/_sources/pytest.md.txt
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--- /dev/null
+++ b/branch/thor--simplify-ci/_sources/pytest.md.txt
@@ -0,0 +1,135 @@
+# Testing locally
+
+```{questions}
+- How can we implement a test suite using pytest?
+```
+
+
+## Exercise [pytest](http://doc.pytest.org)
+
+In this exercise we will make a simple Python function and use
+[pytest](http://doc.pytest.org) to test it.
+
+* This is easy to use by almost any project and doesn't rely on any
+  other servers or services.
+* The downside is that you have to remember to run it yourself.
+
+We will try to
+keep things simple so that those who do not use Python can follow.
+
+````{challenge} Exercise: 15 min
+1. Create a new directory and change into it:
+   ```console
+   $ mkdir pytest-example
+   $ cd pytest-example
+   ```
+
+2. Then create a file called `example.py` and copy-paste the following code into it:
+   ```python
+   def add(a, b):
+       return a + b
+
+
+   def test_add():
+       assert add(2, 3) == 5
+       assert add('space', 'ship') == 'spaceship'
+   ```
+   This code contains one genuine function and a test function.
+   `pytest` finds any functions beginning with `test_` and treats them
+   as tests.
+
+3. Let us try to test it with pytest:
+   ```shell
+   $ pytest -v example.py
+
+   ============================================================ test session starts =================================
+   platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+   cachedir: .pytest_cache
+   rootdir: /home/user/pytest-example, inifile:
+   collected 1 item
+
+   example.py::test_add PASSED
+
+   ========================================================= 1 passed in 0.01 seconds ===============================
+   ```
+   Yay! The test passed!
+
+   Hint for participants trying this inside Spyder or IPython: try `!pytest -v example.py`.
+
+4. Let us break the test!
+   Introduce a code change which breaks the code and check
+   whether pytest detects the change:
+   ```shell
+   $ pytest -v example.py
+
+   ============================================================ test session starts =================================
+   platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+   cachedir: .pytest_cache
+   rootdir: /home/user/pytest-example, inifile:
+   collected 1 item
+
+   example.py::test_add FAILED
+
+   ================================================================= FAILURES =======================================
+   _________________________________________________________________ test_add _______________________________________
+
+       def test_add():
+   >       assert add(2, 3) == 5
+   E       assert -1 == 5
+   E         --1
+   E         +5
+
+   example.py:6: AssertionError
+   ========================================================= 1 failed in 0.05 seconds ==============
+   ```
+   Notice how pytest is smart and includes context: lines that failed,
+   values of the relevant variables.
+
+````
+
+````{challenge} Optional exercise: Testing with numerical tolerance (10 min)
+In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also ["What Every Programmer Should Know About Floating-Point Arithmetic"](https://floating-point-gui.de/)).
+
+The following test will fail and this might be surprising. Try it out:
+   ```python
+   def add(a, b):
+       return a + b
+
+
+   def test_add():
+       assert add(0.1, 0.2) == 0.3
+   ```
+
+Your goal: find a more robust way to test this addition.
+````
+
+````{solution}
+One solution is to use
+[pytest.approx](https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx):
+```python
+from pytest import approx
+
+def add(a, b):
+    return a + b
+
+def test_add():
+    assert add(0.1, 0.2) == approx(0.3)
+```
+
+But maybe you didn't know about
+[pytest.approx](https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx):
+and did this instead:
+```python
+def test_add():
+    result = add(0.1, 0.2)
+    assert abs(result - 0.3) < 1.0e-7
+```
+This is OK but the `1.0e-7` can be a bit arbitrary.
+````
+
+```{keypoints}
+- pytest collects and runs all test functions starting with `test_`.
+- Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via `iso_c_binding`).
+```
diff --git a/branch/thor--simplify-ci/_sources/quick-reference.md.txt b/branch/thor--simplify-ci/_sources/quick-reference.md.txt
new file mode 100644
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+++ b/branch/thor--simplify-ci/_sources/quick-reference.md.txt
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+# Quick Reference
+
+## Available tools
+
+### Unit test frameworks
+
+A **test framework** makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.
+
+- Python
+    - [pytest](http://doc.pytest.org)
+    - [nose](http://nose.readthedocs.io)
+    - [doctest](https://docs.python.org/2/library/doctest.html)
+    - [unittest](https://docs.python.org/2/library/unittest.html)
+
+- R
+    - [testthat](https://github.com/r-lib/testthat)
+
+- Julia
+    - [Test](https://docs.julialang.org/en/v1/stdlib/Test/)
+
+- Matlab
+    - [Class-Based Unit Tests](https://www.mathworks.com/help/matlab/class-based-unit-tests.html)
+
+- C(++)
+    - [Google Test](https://github.com/google/googletest)
+    - [Catch2](http://catch-lib.net)
+    - [cppunit](https://freedesktop.org/wiki/Software/cppunit/)
+    - [Boost.Test](http://www.boost.org/doc/libs/1_62_0/libs/test/doc/html/index.html)
+    - [UnitTest++](http://unittest-cpp.github.io)
+
+- Fortran
+    - [pFUnit](https://sourceforge.net/projects/pfunit/)
+    - [FRUIT](https://sourceforge.net/projects/fortranxunit/)
+    - [Ftunit](http://flibs.sourceforge.net/ftnunit.html)
+
+---
+
+### [pytest](http://doc.pytest.org)
+
+- Python
+- Installable via Conda or pip.
+- Easy to use: Prefix a function with `test_` and the test runner will execute it.
+  No need to subclass anything.
+
+```python
+def get_word_lengths(s):
+    """
+    Returns a list of integers representing
+    the word lengths in string s.
+    """
+    return [len(w) for w in s.split()]
+
+def test_get_word_lengths():
+    text = "Three tomatoes are walking down the street"
+    assert get_word_lengths(text) == [5, 8, 3, 7, 4, 3, 6]
+```
+
+- [Example output](https://travis-ci.org/bast/pytest-demo/builds/104182942)
+- [Example project](https://github.com/bast/pytest-demo)
+
+---
+
+### [testthat](https://github.com/r-lib/testthat)
+
+- R
+- Easily installed from CRAN with `install.packages("testthat")`, or from GitHub with `devtools::install_github("r-lib/testthat")`
+- Use in package development with `usethis::use_testthat()`
+- Add a new test file with `usethis::use_test("test-name")`, e.g.:
+
+  ```r
+  # tests/testthat/test_example.R
+  # file added by running `usethis::use_test("example")`
+
+  context("Arithmetics")
+  library("mypackage")
+
+  test_that("square root function works", {
+    expect_equal(my_sqrt(4), 2)
+    expect_warning(my_sqrt(-4))
+  })
+  ```
+
+  Tests consist of one or more _expectations_, and multiple tests can be grouped together in one test file.
+  Test files are put in the directory `tests/testthat/`, and their file names are prefixed with `test_`.
+
+- Run all tests in package with `devtools::test()` (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):
+
+  ```
+  > devtools::test()
+  Loading mypackage
+  Testing mypackage
+  ✔ |  OK F W S | Context
+  ✔ |   2       | Arithmetics
+
+  ══ Results ═════════════════════════════════════════════════════════════════════
+  OK:       2
+  Failed:   0
+  Warnings: 0
+  Skipped:  0
+  ```
+
+
+More information in the [Testing chapter](http://r-pkgs.had.co.nz/tests.html) of the book [R Packages](http://r-pkgs.had.co.nz) by Hadley Wickham.
+
+---
+
+### [Test](https://docs.julialang.org/en/v1/stdlib/Test/)
+
+- Julia
+- Part of the standard library
+- Provides simple unit testing functionality with
+  `@test` and `@test_throws` macros:
+
+```julia
+julia> using Test
+
+julia> @test [1, 2] + [2, 1] == [3, 3]
+Test Passed
+
+# approximate comparisons:
+julia> @test π ≈ 3.14 atol=0.01
+Test Passed
+
+# Tests that an expression throws exception:
+julia> @test_throws BoundsError [1, 2, 3][4]
+Test Passed
+      Thrown: BoundsError
+
+julia> @test_throws DimensionMismatch [1, 2, 3] + [1, 2]
+Test Passed
+      Thrown: DimensionMismatch
+```
+
+- Grouping related tests with the `@testset` macro:
+
+```julia
+using Test
+
+function get_word_lengths(s::String)
+    return [length(w) for w in split(s)]
+end 
+
+@testset "Testing get_word_length()" begin
+    text = "Three tomatoes are walking down the street"
+    @test get_word_lengths(text) == [5, 8, 3, 7, 4, 3, 6]
+    number = 123
+    @test_throws MethodError get_word_lengths(number)
+end
+```
+
+---
+
+### [Catch2](https://github.com/catchorg/Catch2)
+
+- C++
+- Widely used
+- Header-only
+- Very rich in functionality
+- Well-integrated with CMake
+
+```cpp
+#include <catch2/catch.hpp>
+
+#include "example.h"
+
+using namespace Catch::literals;
+
+TEST_CASE("Use the example library to add numbers", "[add]") {
+  auto res = add_numbers(1.0, 2.0);
+  REQUIRE(res == 3.0_a);
+}
+```
+
+- [Example output](https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true)
+- [Example project](https://github.com/ENCCS/catch2-demo)
+
+---
+
+### [Google Test](https://github.com/google/googletest)
+
+- C++
+- Widely used
+- Very rich in functionality
+- Well-integrated with CMake
+
+```cpp
+#include <gtest/gtest.h>
+
+#include "example.h"
+
+TEST(example, add) {
+  double res;
+  res = add_numbers(1.0, 2.0);
+  ASSERT_NEAR(res, 3.0, 1.0e-11);
+}
+```
+
+- [Example output](https://travis-ci.org/bast/gtest-demo/builds/104190982)
+- [Example project](https://github.com/bast/gtest-demo)
+
+---
+
+### [Boost.Test](https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html)
+
+- C++
+- Very rich in functionality
+- Header-only use possible
+
+```cpp
+#include <boost/test/unit_test.hpp>
+
+#include "example.h"
+
+BOOST_AUTO_TEST_CASE( add )
+{
+  auto res = add_numbers(1.0, 2.0);
+  BOOST_TEST(res == 3.0);
+}
+```
+
+- [Example output](https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true)
+- [Example project](https://github.com/ENCCS/boost-test-demo)
+
+---
+
+### [pFUnit](https://github.com/Goddard-Fortran-Ecosystem/pFUnit)
+
+- Fortran
+- Very rich in functionality
+- Requires modern Fortran compilers (uses F2003 standard)
+
+```
+@test
+subroutine test_add_numbers()
+
+   use hello
+   use pfunit_mod
+
+   implicit none
+
+   real(8) :: res
+
+   call add_numbers(1.0d0, 2.0d0, res)
+   @assertEqual(res, 3.0d0)
+
+end subroutine
+```
+
+- [Example output](https://travis-ci.org/bast/pfunit-demo/builds/104193675)
+- [Example project](https://github.com/bast/pfunit-demo)
+
+---
+
+### Services to deploy testing and coverage
+
+Each of these are web services to handle testing, free for open source
+projects.
+
+- [GitHub Actions](https://github.com/features/actions) (we will
+  demonstrate in next episode)
+- [GitLab CI](https://about.gitlab.com/features/gitlab-ci-cd/)
+  (we will demonstrate in next episode)
+- [Azure Pipelines](https://azure.microsoft.com/en-us/services/devops/pipelines/)
+- [Coveralls](https://coveralls.io)
+- [Codecov](https://codecov.io)
+
+
+```{keypoints}
+- Testing is a basic requirement of any possible language
+- There are various tools for any language you may use
+- There are free web services for open source
+```
diff --git a/branch/thor--simplify-ci/_sources/test-design.md.txt b/branch/thor--simplify-ci/_sources/test-design.md.txt
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+# Test design
+
+```{questions}
+- How can different types of functions and classes be tested?
+- How can the integrity of a complete program be monitored over time?
+- How can functions that involve random numbers be tested?
+```
+
+In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.
+
+```{Objectives}
+- Learn how to determine what kind of unit tests can be performed for different type of functions.
+- Learn how to perform test-driven development in which tests for a function are designed and implemented before the function is written.
+- Learn how to test functions whose output depend on random numbers.
+```
+
+```{discussion} Exercise instructions
+**For the instructor**
+- First motivate and give a quick tour of all exercises below (10 minutes).
+- Emphasize that the focus of this episode is *design*. It is OK to only discuss in groups and not write code.
+
+**In breakout rooms (35 minutes)**
+- We arrange breakout rooms according to preferred languages.
+- Choose the exercise which interests you most. There are many more exercises than we would have time for.
+- Discuss what testing framework can be used to implement the test.
+- Keep notes, questions, and answers in the collaborative document.
+- If time is available, implement the test(s) using the chosen framework.
+
+**Once we return to main room**
+- Discussion on experiences learned (10 minutes).
+```
+
+
+## Pure and impure functions
+
+Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.
+
+```````{challenge} 1. Function that receives a number and returns a number
+  `````{tabs}
+    ````{tab} Python
+
+      ```{literalinclude} code/factorial.py
+      :language: python
+      ```
+    ````
+
+    ````{tab} C++
+
+      ```{literalinclude} code/factorial.cpp
+      :language: C++
+      ```
+    ````
+
+    ````{tab} R
+
+      ```{literalinclude} code/factorial.R
+      :language: R
+      ```
+    ````
+
+    ````{tab} Julia
+
+      ```{literalinclude} code/factorial.jl
+      :language: julia
+      ```
+    ````
+
+    ````{tab} Fortran
+
+      ```{literalinclude} code/factorial.f90
+      :language: fortran
+      ```
+    ````
+   `````
+
+``````{solution}
+This is a **pure function** so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.
+
+`````{tabs}
+   ````{tab} Python
+
+      ```{literalinclude} code/factorial_sol.py
+      :language: python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/factorial_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/factorial_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/factorial_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/factorial_sol.f90
+      :language: fortran
+      ```
+   ````
+`````
+``````
+```````
+
+```````{challenge} 2. Function that receives two strings and returns a number
+`````{tabs}
+   ````{tab} Python
+
+      ```{literalinclude} code/count_word_occurrence_in_string.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/count_word_occurrence_in_string.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/count_word_occurrence_in_string.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/count_word_occurrence_in_string.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/count_word_occurrence_in_string.f90
+      :language: fortran
+      ```
+   ````
+  `````
+
+``````{solution}
+This is again a **pure function** but uses strings.  Use a similar strategy
+to the above.
+
+`````{tabs}
+   ````{tab} Python
+
+      ```{literalinclude} code/count_word_occurrence_in_string_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/count_word_occurrence_in_string_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/count_word_occurrence_in_string_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/count_word_occurrence_in_string_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/count_word_occurrence_in_string_sol.f90
+      :language: fortran
+      ```
+   ````
+
+``````
+```````
+
+```````{challenge} 3. Function which reads a file and returns a number
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/count_word_occurrence_in_file.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/count_word_occurrence_in_file.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/count_word_occurrence_in_file.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/count_word_occurrence_in_file.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/count_word_occurrence_in_file.f90
+      :language: fortran
+      ```
+   ````
+  `````
+
+``````{solution}
+In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).
+
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/count_word_occurrence_in_file_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/count_word_occurrence_in_file_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/count_word_occurrence_in_file_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/count_word_occurrence_in_file_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/count_word_occurrence_in_file_sol.f90
+      :language: fortran
+      ```
+   ````
+
+`````
+``````
+```````
+
+```````{challenge} 4. Function with an external dependency
+This one is not easy to test because the function has an external dependency.
+
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/reactor_temperature.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/reactor_temperature.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/reactor_temperature.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/reactor_temperature.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/reactor_temperature.f90
+      :language: fortran
+      ```
+   ````
+`````
+
+``````{solution}
+This function depends on the value of
+`reactor.max_temperature` so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+`max_temperature`, and test it with different values.  [Monkey
+patching](https://en.wikipedia.org/wiki/Monkey_patch) is the concept
+of artificially changing some other value.
+
+A better solution would probably be to rewrite the function.
+
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/reactor_temperature_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/reactor_temperature_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/reactor_temperature_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/reactor_temperature_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/reactor_temperature_sol.f90
+      :language: fortran
+      ```
+   ````
+`````   
+``````
+```````
+
+```````{challenge} 5. Testing a method of a mutable class
+
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/Pet.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/Pet.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/Pet.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/Pet.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/Pet.f90
+      :language: fortran
+      ```
+   ````
+`````
+
+``````{solution}
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/Pet_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/Pet_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/Pet_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/Pet_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/Pet_sol.f90
+      :language: fortran
+      ```
+   ````
+`````
+``````
+```````
+
+
+## Test-driven development
+
+```````{challenge} Test-driven development
+
+Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on [FizzBuzz](https://en.wikipedia.org/wiki/Fizz_buzz) - i.e.
+a function that:
+- takes an integer argument
+- for arguments that are multiples of three, returns "Fizz"
+- for arguments that are multiples of five, returns "Buzz"
+- for arguments that are multiples of both three and five, returns "FizzBuzz"
+- fails in case of non-integer arguments or integer arguments 0 or negative
+- otherwise returns the integer itself
+
+When writing the tests, consider the different ways that the function could
+and should fail.
+
+After you have written the tests, implement the function and run the tests
+until they pass.
+
+``````{solution}
+
+`````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/tdd_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/tdd_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} R
+
+      ```{literalinclude} code/tdd_sol.R
+      :language: R
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/tdd_sol.jl
+      :language: julia
+      ```
+   ````
+
+   ````{tab} Fortran
+
+      ```{literalinclude} code/tdd_sol.f90
+      :language: fortran
+      ```
+   ````
+   `````
+``````
+```````
+
+
+## Testing randomness
+
+How would you test functions which generate random numbers
+according to some distribution/statistics?
+
+Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:
+- For unit tests we can use fixed random seeds.
+- Try to test whether your results follow the expected
+  distribution/statistics.
+- When you verify your code "by eye", what are you looking at? Now try
+  to express that in a script.
+
+
+```````{challenge} Different ways of testing randomness
+   Consider the code below which simulates playing
+   [Yahtzee](https://en.wikipedia.org/wiki/Yahtzee) by using
+   random numbers. How would you go about testing it?
+
+   Try to write two types of tests:
+   - a *unit test* for the `roll_dice` function. Since it uses
+     random numbers, you will need to **set the random seed**,
+     pre-calculate what sequence of dice throws you get with that seed,
+     and use that in your test.
+   - a test of the `yahtzee` function which considers the statistical
+     probability of obtaining a "Yahtzee" (5 dice with the same value
+     after three throws), which is around 4.6%. This test will be
+     an *integration test* since it tests multiple functions including the
+     random number generator itself.
+
+
+   `````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/yahtzee.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/yahtzee.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/yahtzee.jl
+      :language: julia
+      ```
+   ````
+
+   `````
+
+``````{solution}
+   `````{tabs}
+
+   ````{tab} Python
+
+      ```{literalinclude} code/yahtzee_sol.py
+      :language: Python
+      ```
+   ````
+
+   ````{tab} C++
+
+      ```{literalinclude} code/yahtzee_sol.cpp
+      :language: c++
+      ```
+   ````
+
+   ````{tab} Julia
+
+      ```{literalinclude} code/yahtzee_sol.jl
+      :language: julia
+      ```
+   ````
+   `````
+``````
+```````
+
+
+## Designing an end-to-end test
+
+In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.
+
+````{challenge} Integration test for the uniq program
+To have a tangible example, let us consider the `uniq` command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind `uniq` has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as "black box".
+
+If we have a file called `repetitive-text.txt` containing:
+```
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+(all together now) all together now
+another line
+another line
+another line
+another line
+intermission
+more repetition
+more repetition
+more repetition
+more repetition
+more repetition
+(all together now) all together now
+(all together now) all together now
+```
+
+... then feeding this input file to `uniq` like this:
+```
+$ uniq < repetitive-text.txt
+```
+
+... will produce the following output with repetitions removed:
+```
+(all together now) all together now
+another line
+intermission
+more repetition
+(all together now) all together now
+```
+
+- How would you write an end-to-end test?
+- Now imagine the code reads numbers and produces some (floating point) numbers.
+  How would you test that?
+- How would you test a code end-to-end which produces images?
+````
+
+```{keypoints}
+- Pure functions (these are functions without side-effects) are easiest to test.
+- Classes can be tested but it's somewhat more elaborate.
+```
diff --git a/branch/thor--simplify-ci/_static/basic.css b/branch/thor--simplify-ci/_static/basic.css
new file mode 100644
index 0000000..b3bdc00
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/basic.css
@@ -0,0 +1,861 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2021 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 div.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: 450px;
+    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.brackets:before,
+span.brackets > a:before{
+    content: "[";
+}
+
+a.brackets:after,
+span.brackets > a:after {
+    content: "]";
+}
+
+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;
+}
+
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+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,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::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;
+}
+
+table.footnote td, table.footnote th {
+    border: 0 !important;
+}
+
+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;
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+
+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;
+}
+
+
+/* -- 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;
+}
+
+dl.footnote > dt,
+dl.citation > dt {
+    float: left;
+    margin-right: 0.5em;
+}
+
+dl.footnote > dd,
+dl.citation > dd {
+    margin-bottom: 0em;
+}
+
+dl.footnote > dd:after,
+dl.citation > dd: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 > dt:after {
+    content: ":";
+}
+
+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;
+}
+
+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;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.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: 0.5em;
+    content: ":";
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+/* -- 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;
+}
+
+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.doctest > div.highlight span.gp {  /* gp: Generic.Prompt */
+    user-select: none;
+}
+
+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.descname {
+    background-color: transparent;
+    font-weight: bold;
+    font-size: 1.2em;
+}
+
+code.descclassname {
+    background-color: transparent;
+}
+
+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/thor--simplify-ci/_static/clipboard.min.js b/branch/thor--simplify-ci/_static/clipboard.min.js
new file mode 100644
index 0000000..02c549e
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.4
+ * https://zenorocha.github.io/clipboard.js
+ * 
+ * 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 function(n){var o={};function r(t){if(o[t])return o[t].exports;var e=o[t]={i:t,l:!1,exports:{}};return n[t].call(e.exports,e,e.exports,r),e.l=!0,e.exports}return r.m=n,r.c=o,r.d=function(t,e,n){r.o(t,e)||Object.defineProperty(t,e,{enumerable:!0,get:n})},r.r=function(t){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(t,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(t,"__esModule",{value:!0})},r.t=function(e,t){if(1&t&&(e=r(e)),8&t)return e;if(4&t&&"object"==typeof e&&e&&e.__esModule)return e;var n=Object.create(null);if(r.r(n),Object.defineProperty(n,"default",{enumerable:!0,value:e}),2&t&&"string"!=typeof e)for(var o in e)r.d(n,o,function(t){return e[t]}.bind(null,o));return n},r.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return r.d(e,"a",e),e},r.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},r.p="",r(r.s=0)}([function(t,e,n){"use strict";var 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},i=function(){function o(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)}}return function(t,e,n){return e&&o(t.prototype,e),n&&o(t,n),t}}(),a=o(n(1)),c=o(n(3)),u=o(n(4));function o(t){return t&&t.__esModule?t:{default:t}}var l=function(t){function o(t,e){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,o);var n=function(t,e){if(!t)throw new ReferenceError("this hasn't been initialised - super() hasn't been called");return!e||"object"!=typeof e&&"function"!=typeof e?t:e}(this,(o.__proto__||Object.getPrototypeOf(o)).call(this));return n.resolveOptions(e),n.listenClick(t),n}return function(t,e){if("function"!=typeof e&&null!==e)throw new TypeError("Super expression must either be null or a function, not "+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}(o,c.default),i(o,[{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"===r(t.container)?t.container:document.body}},{key:"listenClick",value:function(t){var e=this;this.listener=(0,u.default)(t,"click",function(t){return e.onClick(t)})}},{key:"onClick",value:function(t){var e=t.delegateTarget||t.currentTarget;this.clipboardAction&&(this.clipboardAction=null),this.clipboardAction=new a.default({action:this.action(e),target:this.target(e),text:this.text(e),container:this.container,trigger:e,emitter:this})}},{key:"defaultAction",value:function(t){return s("action",t)}},{key:"defaultTarget",value:function(t){var e=s("target",t);if(e)return document.querySelector(e)}},{key:"defaultText",value:function(t){return s("text",t)}},{key:"destroy",value:function(){this.listener.destroy(),this.clipboardAction&&(this.clipboardAction.destroy(),this.clipboardAction=null)}}],[{key:"isSupported",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:["copy","cut"],e="string"==typeof t?[t]:t,n=!!document.queryCommandSupported;return e.forEach(function(t){n=n&&!!document.queryCommandSupported(t)}),n}}]),o}();function s(t,e){var n="data-clipboard-"+t;if(e.hasAttribute(n))return e.getAttribute(n)}t.exports=l},function(t,e,n){"use strict";var o,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},i=function(){function o(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)}}return function(t,e,n){return e&&o(t.prototype,e),n&&o(t,n),t}}(),a=n(2),c=(o=a)&&o.__esModule?o:{default:o};var u=function(){function e(t){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this.resolveOptions(t),this.initSelection()}return i(e,[{key:"resolveOptions",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{};this.action=t.action,this.container=t.container,this.emitter=t.emitter,this.target=t.target,this.text=t.text,this.trigger=t.trigger,this.selectedText=""}},{key:"initSelection",value:function(){this.text?this.selectFake():this.target&&this.selectTarget()}},{key:"selectFake",value:function(){var t=this,e="rtl"==document.documentElement.getAttribute("dir");this.removeFake(),this.fakeHandlerCallback=function(){return t.removeFake()},this.fakeHandler=this.container.addEventListener("click",this.fakeHandlerCallback)||!0,this.fakeElem=document.createElement("textarea"),this.fakeElem.style.fontSize="12pt",this.fakeElem.style.border="0",this.fakeElem.style.padding="0",this.fakeElem.style.margin="0",this.fakeElem.style.position="absolute",this.fakeElem.style[e?"right":"left"]="-9999px";var n=window.pageYOffset||document.documentElement.scrollTop;this.fakeElem.style.top=n+"px",this.fakeElem.setAttribute("readonly",""),this.fakeElem.value=this.text,this.container.appendChild(this.fakeElem),this.selectedText=(0,c.default)(this.fakeElem),this.copyText()}},{key:"removeFake",value:function(){this.fakeHandler&&(this.container.removeEventListener("click",this.fakeHandlerCallback),this.fakeHandler=null,this.fakeHandlerCallback=null),this.fakeElem&&(this.container.removeChild(this.fakeElem),this.fakeElem=null)}},{key:"selectTarget",value:function(){this.selectedText=(0,c.default)(this.target),this.copyText()}},{key:"copyText",value:function(){var e=void 0;try{e=document.execCommand(this.action)}catch(t){e=!1}this.handleResult(e)}},{key:"handleResult",value:function(t){this.emitter.emit(t?"success":"error",{action:this.action,text:this.selectedText,trigger:this.trigger,clearSelection:this.clearSelection.bind(this)})}},{key:"clearSelection",value:function(){this.trigger&&this.trigger.focus(),window.getSelection().removeAllRanges()}},{key:"destroy",value:function(){this.removeFake()}},{key:"action",set:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:"copy";if(this._action=t,"copy"!==this._action&&"cut"!==this._action)throw new Error('Invalid "action" value, use either "copy" or "cut"')},get:function(){return this._action}},{key:"target",set:function(t){if(void 0!==t){if(!t||"object"!==(void 0===t?"undefined":r(t))||1!==t.nodeType)throw new Error('Invalid "target" value, use a valid Element');if("copy"===this.action&&t.hasAttribute("disabled"))throw new Error('Invalid "target" attribute. Please use "readonly" instead of "disabled" attribute');if("cut"===this.action&&(t.hasAttribute("readonly")||t.hasAttribute("disabled")))throw new Error('Invalid "target" attribute. You can\'t cut text from elements with "readonly" or "disabled" attributes');this._target=t}},get:function(){return this._target}}]),e}();t.exports=u},function(t,e){t.exports=function(t){var e;if("SELECT"===t.nodeName)t.focus(),e=t.value;else if("INPUT"===t.nodeName||"TEXTAREA"===t.nodeName){var n=t.hasAttribute("readonly");n||t.setAttribute("readonly",""),t.select(),t.setSelectionRange(0,t.value.length),n||t.removeAttribute("readonly"),e=t.value}else{t.hasAttribute("contenteditable")&&t.focus();var o=window.getSelection(),r=document.createRange();r.selectNodeContents(t),o.removeAllRanges(),o.addRange(r),e=o.toString()}return e}},function(t,e){function n(){}n.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,a=o.length;i<a;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=n},function(t,e,n){var d=n(5),h=n(6);t.exports=function(t,e,n){if(!t&&!e&&!n)throw new Error("Missing required arguments");if(!d.string(e))throw new TypeError("Second argument must be a String");if(!d.fn(n))throw new TypeError("Third argument must be a Function");if(d.node(t))return s=e,f=n,(l=t).addEventListener(s,f),{destroy:function(){l.removeEventListener(s,f)}};if(d.nodeList(t))return a=t,c=e,u=n,Array.prototype.forEach.call(a,function(t){t.addEventListener(c,u)}),{destroy:function(){Array.prototype.forEach.call(a,function(t){t.removeEventListener(c,u)})}};if(d.string(t))return o=t,r=e,i=n,h(document.body,o,r,i);throw new TypeError("First argument must be a String, HTMLElement, HTMLCollection, or NodeList");var o,r,i,a,c,u,l,s,f}},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)}},function(t,e,n){var a=n(7);function i(t,e,n,o,r){var i=function(e,n,t,o){return function(t){t.delegateTarget=a(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)}))}},function(t,e){if("undefined"!=typeof Element&&!Element.prototype.matches){var n=Element.prototype;n.matches=n.matchesSelector||n.mozMatchesSelector||n.msMatchesSelector||n.oMatchesSelector||n.webkitMatchesSelector}t.exports=function(t,e){for(;t&&9!==t.nodeType;){if("function"==typeof t.matches&&t.matches(e))return t;t=t.parentNode}}}])});
\ No newline at end of file
diff --git a/branch/thor--simplify-ci/_static/coderefinery.ico b/branch/thor--simplify-ci/_static/coderefinery.ico
new file mode 100644
index 0000000..a2df0fb
Binary files /dev/null and b/branch/thor--simplify-ci/_static/coderefinery.ico differ
diff --git a/branch/thor--simplify-ci/_static/copy-button.svg b/branch/thor--simplify-ci/_static/copy-button.svg
new file mode 100644
index 0000000..62e0e0d
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/copy-button.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" stroke-width="1.5" stroke="#607D8B" 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/thor--simplify-ci/_static/copybutton.css b/branch/thor--simplify-ci/_static/copybutton.css
new file mode 100644
index 0000000..75b17a8
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/copybutton.css
@@ -0,0 +1,67 @@
+/* Copy buttons */
+a.copybtn {
+    position: absolute;
+    top: .2em;
+    right: .2em;
+    width: 1em;
+    height: 1em;
+	opacity: .3;
+    transition: opacity 0.5s;
+    border: none;
+    user-select: none;
+}
+
+div.highlight  {
+    position: relative;
+}
+
+a.copybtn > img {
+    vertical-align: top;
+    margin: 0;
+    top: 0;
+    left: 0;
+    position: absolute;
+}
+
+.highlight:hover .copybtn {
+	opacity: 1;
+}
+
+/**
+ * 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: 2px;
+    top: 0;
+    left: -.2em;
+    background: grey;
+    font-size: 1rem;
+    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;
+}
diff --git a/branch/thor--simplify-ci/_static/copybutton.js b/branch/thor--simplify-ci/_static/copybutton.js
new file mode 100644
index 0000000..65a5916
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/copybutton.js
@@ -0,0 +1,153 @@
+// 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',
+  }
+}
+
+let locale = 'en'
+if( document.documentElement.lang !== undefined
+    && messages[document.documentElement.lang] !== undefined ) {
+  locale = document.documentElement.lang
+}
+
+/**
+ * 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, newText) => {
+  const oldText = el.getAttribute('data-tooltip')
+  el.setAttribute('data-tooltip', newText)
+  setTimeout(() => el.setAttribute('data-tooltip', oldText), 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 codeCells = document.querySelectorAll('div.highlight pre')
+  codeCells.forEach((codeCell, index) => {
+    const id = codeCellId(index)
+    codeCell.setAttribute('id', id)
+    const pre_bg = getComputedStyle(codeCell).backgroundColor;
+
+    const clipboardButton = id =>
+    `<a class="copybtn o-tooltip--left" style="background-color: ${pre_bg}" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
+      <img src="${DOCUMENTATION_OPTIONS.URL_ROOT}_static/copy-button.svg" alt="${messages[locale]['copy_to_clipboard']}">
+    </a>`
+    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
+  })
+
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+// 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) {
+
+    var regexp;
+    var match;
+
+    // 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;
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match) {
+            promptFound = true
+            if (removePrompts) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+        } else {
+            if (!onlyCopyPromptLines) {
+                outputLines.push(line)
+            }
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (promptFound) {
+        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);
+  return formatCopyText(target.innerText, '', false, 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_success'])
+  })
+
+  clipboard.on('error', event => {
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy_failure'])
+  })
+}
+
+runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/branch/thor--simplify-ci/_static/copybutton_funcs.js b/branch/thor--simplify-ci/_static/copybutton_funcs.js
new file mode 100644
index 0000000..57caa55
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/copybutton_funcs.js
@@ -0,0 +1,47 @@
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+// 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) {
+
+    var regexp;
+    var match;
+
+    // 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;
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match) {
+            promptFound = true
+            if (removePrompts) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+        } else {
+            if (!onlyCopyPromptLines) {
+                outputLines.push(line)
+            }
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (promptFound) {
+        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/thor--simplify-ci/_static/css/badge_only.css b/branch/thor--simplify-ci/_static/css/badge_only.css
new file mode 100644
index 0000000..e380325
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/css/badge_only.css
@@ -0,0 +1 @@
+.fa:before{-webkit-font-smoothing:antialiased}.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/branch/thor--simplify-ci/_static/css/fonts/Roboto-Slab-Bold.woff b/branch/thor--simplify-ci/_static/css/fonts/Roboto-Slab-Bold.woff
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diff --git a/branch/thor--simplify-ci/_static/css/fonts/fontawesome-webfont.eot b/branch/thor--simplify-ci/_static/css/fonts/fontawesome-webfont.eot
new file mode 100644
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diff --git a/branch/thor--simplify-ci/_static/css/fonts/fontawesome-webfont.svg b/branch/thor--simplify-ci/_static/css/fonts/fontawesome-webfont.svg
new file mode 100644
index 0000000..855c845
--- /dev/null
+++ b/branch/thor--simplify-ci/_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"
+  />
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+ />
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+ />
+    <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" 
+ />
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+ />
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+ />
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+ />
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+ />
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diff --git a/branch/thor--simplify-ci/_static/doctools.js b/branch/thor--simplify-ci/_static/doctools.js
new file mode 100644
index 0000000..61ac9d2
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/doctools.js
@@ -0,0 +1,321 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for all documentation.
+ *
+ * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/**
+ * select a different prefix for underscore
+ */
+$u = _.noConflict();
+
+/**
+ * make the code below compatible with browsers without
+ * an installed firebug like debugger
+if (!window.console || !console.firebug) {
+  var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
+    "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
+    "profile", "profileEnd"];
+  window.console = {};
+  for (var i = 0; i < names.length; ++i)
+    window.console[names[i]] = function() {};
+}
+ */
+
+/**
+ * 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;
+}
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+var Documentation = {
+
+  init : function() {
+    this.fixFirefoxAnchorBug();
+    this.highlightSearchWords();
+    this.initIndexTable();
+    if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) {
+      this.initOnKeyListeners();
+    }
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS : {},
+  PLURAL_EXPR : function(n) { return 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 : function(string) {
+    var translated = Documentation.TRANSLATIONS[string];
+    if (typeof translated === 'undefined')
+      return string;
+    return (typeof translated === 'string') ? translated : translated[0];
+  },
+
+  ngettext : function(singular, plural, n) {
+    var translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated === 'undefined')
+      return (n == 1) ? singular : plural;
+    return translated[Documentation.PLURALEXPR(n)];
+  },
+
+  addTranslations : function(catalog) {
+    for (var key in catalog.messages)
+      this.TRANSLATIONS[key] = catalog.messages[key];
+    this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
+    this.LOCALE = catalog.locale;
+  },
+
+  /**
+   * add context elements like header anchor links
+   */
+  addContextElements : function() {
+    $('div[id] > :header:first').each(function() {
+      $('<a class="headerlink">\u00B6</a>').
+      attr('href', '#' + this.id).
+      attr('title', _('Permalink to this headline')).
+      appendTo(this);
+    });
+    $('dt[id]').each(function() {
+      $('<a class="headerlink">\u00B6</a>').
+      attr('href', '#' + this.id).
+      attr('title', _('Permalink to this definition')).
+      appendTo(this);
+    });
+  },
+
+  /**
+   * workaround a firefox stupidity
+   * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
+   */
+  fixFirefoxAnchorBug : function() {
+    if (document.location.hash && $.browser.mozilla)
+      window.setTimeout(function() {
+        document.location.href += '';
+      }, 10);
+  },
+
+  /**
+   * highlight the search words provided in the url in the text
+   */
+  highlightSearchWords : function() {
+    var params = $.getQueryParameters();
+    var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
+    if (terms.length) {
+      var body = $('div.body');
+      if (!body.length) {
+        body = $('body');
+      }
+      window.setTimeout(function() {
+        $.each(terms, function() {
+          body.highlightText(this.toLowerCase(), 'highlighted');
+        });
+      }, 10);
+      $('<p class="highlight-link"><a href="javascript:Documentation.' +
+        'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
+          .appendTo($('#searchbox'));
+    }
+  },
+
+  /**
+   * init the domain index toggle buttons
+   */
+  initIndexTable : function() {
+    var togglers = $('img.toggler').click(function() {
+      var src = $(this).attr('src');
+      var idnum = $(this).attr('id').substr(7);
+      $('tr.cg-' + idnum).toggle();
+      if (src.substr(-9) === 'minus.png')
+        $(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
+      else
+        $(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
+    }).css('display', '');
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
+        togglers.click();
+    }
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords : function() {
+    $('#searchbox .highlight-link').fadeOut(300);
+    $('span.highlighted').removeClass('highlighted');
+  },
+
+  /**
+   * make the url absolute
+   */
+  makeURL : function(relativeURL) {
+    return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
+  },
+
+  /**
+   * get the current relative url
+   */
+  getCurrentURL : function() {
+    var path = document.location.pathname;
+    var parts = path.split(/\//);
+    $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
+      if (this === '..')
+        parts.pop();
+    });
+    var url = parts.join('/');
+    return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
+  },
+
+  initOnKeyListeners: function() {
+    $(document).keydown(function(event) {
+      var activeElementType = document.activeElement.tagName;
+      // don't navigate when in search box, textarea, dropdown or button
+      if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT'
+          && activeElementType !== 'BUTTON' && !event.altKey && !event.ctrlKey && !event.metaKey
+          && !event.shiftKey) {
+        switch (event.keyCode) {
+          case 37: // left
+            var prevHref = $('link[rel="prev"]').prop('href');
+            if (prevHref) {
+              window.location.href = prevHref;
+              return false;
+            }
+          case 39: // right
+            var nextHref = $('link[rel="next"]').prop('href');
+            if (nextHref) {
+              window.location.href = nextHref;
+              return false;
+            }
+        }
+      }
+    });
+  }
+};
+
+// quick alias for translations
+_ = Documentation.gettext;
+
+$(document).ready(function() {
+  Documentation.init();
+});
diff --git a/branch/thor--simplify-ci/_static/documentation_options.js b/branch/thor--simplify-ci/_static/documentation_options.js
new file mode 100644
index 0000000..79d8db8
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/documentation_options.js
@@ -0,0 +1,12 @@
+var DOCUMENTATION_OPTIONS = {
+    URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
+    VERSION: '',
+    LANGUAGE: 'None',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'dirhtml',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false
+};
\ No newline at end of file
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--- /dev/null
+++ b/branch/thor--simplify-ci/_static/fonts/fontawesome-webfont.svg
@@ -0,0 +1,2671 @@
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+    <glyph glyph-name="uniF2E1" unicode="&#xf2e1;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E2" unicode="&#xf2e2;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E3" unicode="&#xf2e3;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E4" unicode="&#xf2e4;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E5" unicode="&#xf2e5;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E6" unicode="&#xf2e6;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E7" unicode="&#xf2e7;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="_698" unicode="&#xf2e8;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2E9" unicode="&#xf2e9;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2EA" unicode="&#xf2ea;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2EB" unicode="&#xf2eb;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2EC" unicode="&#xf2ec;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2ED" unicode="&#xf2ed;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="uniF2EE" unicode="&#xf2ee;" horiz-adv-x="1792" 
+ />
+    <glyph glyph-name="lessequal" unicode="&#xf500;" horiz-adv-x="1792" 
+ />
+  </font>
+</defs></svg>
diff --git a/branch/thor--simplify-ci/_static/fonts/fontawesome-webfont.ttf b/branch/thor--simplify-ci/_static/fonts/fontawesome-webfont.ttf
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diff --git a/branch/thor--simplify-ci/_static/fonts/fontawesome-webfont.woff2 b/branch/thor--simplify-ci/_static/fonts/fontawesome-webfont.woff2
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diff --git a/branch/thor--simplify-ci/_static/jquery-3.5.1.js b/branch/thor--simplify-ci/_static/jquery-3.5.1.js
new file mode 100644
index 0000000..5093733
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/jquery-3.5.1.js
@@ -0,0 +1,10872 @@
+/*!
+ * jQuery JavaScript Library v3.5.1
+ * https://jquery.com/
+ *
+ * Includes Sizzle.js
+ * https://sizzlejs.com/
+ *
+ * Copyright JS Foundation and other contributors
+ * Released under the MIT license
+ * https://jquery.org/license
+ *
+ * Date: 2020-05-04T22:49Z
+ */
+( function( global, factory ) {
+
+	"use strict";
+
+	if ( typeof module === "object" && typeof module.exports === "object" ) {
+
+		// For CommonJS and CommonJS-like environments where a proper `window`
+		// is present, execute the factory and get jQuery.
+		// For environments that do not have a `window` with a `document`
+		// (such as Node.js), expose a factory as module.exports.
+		// This accentuates the need for the creation of a real `window`.
+		// e.g. var jQuery = require("jquery")(window);
+		// See ticket #14549 for more info.
+		module.exports = global.document ?
+			factory( global, true ) :
+			function( w ) {
+				if ( !w.document ) {
+					throw new Error( "jQuery requires a window with a document" );
+				}
+				return factory( w );
+			};
+	} else {
+		factory( global );
+	}
+
+// Pass this if window is not defined yet
+} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
+
+// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1
+// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode
+// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common
+// enough that all such attempts are guarded in a try block.
+"use strict";
+
+var arr = [];
+
+var getProto = Object.getPrototypeOf;
+
+var slice = arr.slice;
+
+var flat = arr.flat ? function( array ) {
+	return arr.flat.call( array );
+} : function( array ) {
+	return arr.concat.apply( [], array );
+};
+
+
+var push = arr.push;
+
+var indexOf = arr.indexOf;
+
+var class2type = {};
+
+var toString = class2type.toString;
+
+var hasOwn = class2type.hasOwnProperty;
+
+var fnToString = hasOwn.toString;
+
+var ObjectFunctionString = fnToString.call( Object );
+
+var support = {};
+
+var isFunction = function isFunction( obj ) {
+
+      // Support: Chrome <=57, Firefox <=52
+      // In some browsers, typeof returns "function" for HTML <object> elements
+      // (i.e., `typeof document.createElement( "object" ) === "function"`).
+      // We don't want to classify *any* DOM node as a function.
+      return typeof obj === "function" && typeof obj.nodeType !== "number";
+  };
+
+
+var isWindow = function isWindow( obj ) {
+		return obj != null && obj === obj.window;
+	};
+
+
+var document = window.document;
+
+
+
+	var preservedScriptAttributes = {
+		type: true,
+		src: true,
+		nonce: true,
+		noModule: true
+	};
+
+	function DOMEval( code, node, doc ) {
+		doc = doc || document;
+
+		var i, val,
+			script = doc.createElement( "script" );
+
+		script.text = code;
+		if ( node ) {
+			for ( i in preservedScriptAttributes ) {
+
+				// Support: Firefox 64+, Edge 18+
+				// Some browsers don't support the "nonce" property on scripts.
+				// On the other hand, just using `getAttribute` is not enough as
+				// the `nonce` attribute is reset to an empty string whenever it
+				// becomes browsing-context connected.
+				// See https://github.com/whatwg/html/issues/2369
+				// See https://html.spec.whatwg.org/#nonce-attributes
+				// The `node.getAttribute` check was added for the sake of
+				// `jQuery.globalEval` so that it can fake a nonce-containing node
+				// via an object.
+				val = node[ i ] || node.getAttribute && node.getAttribute( i );
+				if ( val ) {
+					script.setAttribute( i, val );
+				}
+			}
+		}
+		doc.head.appendChild( script ).parentNode.removeChild( script );
+	}
+
+
+function toType( obj ) {
+	if ( obj == null ) {
+		return obj + "";
+	}
+
+	// Support: Android <=2.3 only (functionish RegExp)
+	return typeof obj === "object" || typeof obj === "function" ?
+		class2type[ toString.call( obj ) ] || "object" :
+		typeof obj;
+}
+/* global Symbol */
+// Defining this global in .eslintrc.json would create a danger of using the global
+// unguarded in another place, it seems safer to define global only for this module
+
+
+
+var
+	version = "3.5.1",
+
+	// Define a local copy of jQuery
+	jQuery = function( selector, context ) {
+
+		// The jQuery object is actually just the init constructor 'enhanced'
+		// Need init if jQuery is called (just allow error to be thrown if not included)
+		return new jQuery.fn.init( selector, context );
+	};
+
+jQuery.fn = jQuery.prototype = {
+
+	// The current version of jQuery being used
+	jquery: version,
+
+	constructor: jQuery,
+
+	// The default length of a jQuery object is 0
+	length: 0,
+
+	toArray: function() {
+		return slice.call( this );
+	},
+
+	// Get the Nth element in the matched element set OR
+	// Get the whole matched element set as a clean array
+	get: function( num ) {
+
+		// Return all the elements in a clean array
+		if ( num == null ) {
+			return slice.call( this );
+		}
+
+		// Return just the one element from the set
+		return num < 0 ? this[ num + this.length ] : this[ num ];
+	},
+
+	// Take an array of elements and push it onto the stack
+	// (returning the new matched element set)
+	pushStack: function( elems ) {
+
+		// Build a new jQuery matched element set
+		var ret = jQuery.merge( this.constructor(), elems );
+
+		// Add the old object onto the stack (as a reference)
+		ret.prevObject = this;
+
+		// Return the newly-formed element set
+		return ret;
+	},
+
+	// Execute a callback for every element in the matched set.
+	each: function( callback ) {
+		return jQuery.each( this, callback );
+	},
+
+	map: function( callback ) {
+		return this.pushStack( jQuery.map( this, function( elem, i ) {
+			return callback.call( elem, i, elem );
+		} ) );
+	},
+
+	slice: function() {
+		return this.pushStack( slice.apply( this, arguments ) );
+	},
+
+	first: function() {
+		return this.eq( 0 );
+	},
+
+	last: function() {
+		return this.eq( -1 );
+	},
+
+	even: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return ( i + 1 ) % 2;
+		} ) );
+	},
+
+	odd: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return i % 2;
+		} ) );
+	},
+
+	eq: function( i ) {
+		var len = this.length,
+			j = +i + ( i < 0 ? len : 0 );
+		return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] );
+	},
+
+	end: function() {
+		return this.prevObject || this.constructor();
+	},
+
+	// For internal use only.
+	// Behaves like an Array's method, not like a jQuery method.
+	push: push,
+	sort: arr.sort,
+	splice: arr.splice
+};
+
+jQuery.extend = jQuery.fn.extend = function() {
+	var options, name, src, copy, copyIsArray, clone,
+		target = arguments[ 0 ] || {},
+		i = 1,
+		length = arguments.length,
+		deep = false;
+
+	// Handle a deep copy situation
+	if ( typeof target === "boolean" ) {
+		deep = target;
+
+		// Skip the boolean and the target
+		target = arguments[ i ] || {};
+		i++;
+	}
+
+	// Handle case when target is a string or something (possible in deep copy)
+	if ( typeof target !== "object" && !isFunction( target ) ) {
+		target = {};
+	}
+
+	// Extend jQuery itself if only one argument is passed
+	if ( i === length ) {
+		target = this;
+		i--;
+	}
+
+	for ( ; i < length; i++ ) {
+
+		// Only deal with non-null/undefined values
+		if ( ( options = arguments[ i ] ) != null ) {
+
+			// Extend the base object
+			for ( name in options ) {
+				copy = options[ name ];
+
+				// Prevent Object.prototype pollution
+				// Prevent never-ending loop
+				if ( name === "__proto__" || target === copy ) {
+					continue;
+				}
+
+				// Recurse if we're merging plain objects or arrays
+				if ( deep && copy && ( jQuery.isPlainObject( copy ) ||
+					( copyIsArray = Array.isArray( copy ) ) ) ) {
+					src = target[ name ];
+
+					// Ensure proper type for the source value
+					if ( copyIsArray && !Array.isArray( src ) ) {
+						clone = [];
+					} else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) {
+						clone = {};
+					} else {
+						clone = src;
+					}
+					copyIsArray = false;
+
+					// Never move original objects, clone them
+					target[ name ] = jQuery.extend( deep, clone, copy );
+
+				// Don't bring in undefined values
+				} else if ( copy !== undefined ) {
+					target[ name ] = copy;
+				}
+			}
+		}
+	}
+
+	// Return the modified object
+	return target;
+};
+
+jQuery.extend( {
+
+	// Unique for each copy of jQuery on the page
+	expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ),
+
+	// Assume jQuery is ready without the ready module
+	isReady: true,
+
+	error: function( msg ) {
+		throw new Error( msg );
+	},
+
+	noop: function() {},
+
+	isPlainObject: function( obj ) {
+		var proto, Ctor;
+
+		// Detect obvious negatives
+		// Use toString instead of jQuery.type to catch host objects
+		if ( !obj || toString.call( obj ) !== "[object Object]" ) {
+			return false;
+		}
+
+		proto = getProto( obj );
+
+		// Objects with no prototype (e.g., `Object.create( null )`) are plain
+		if ( !proto ) {
+			return true;
+		}
+
+		// Objects with prototype are plain iff they were constructed by a global Object function
+		Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor;
+		return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString;
+	},
+
+	isEmptyObject: function( obj ) {
+		var name;
+
+		for ( name in obj ) {
+			return false;
+		}
+		return true;
+	},
+
+	// Evaluates a script in a provided context; falls back to the global one
+	// if not specified.
+	globalEval: function( code, options, doc ) {
+		DOMEval( code, { nonce: options && options.nonce }, doc );
+	},
+
+	each: function( obj, callback ) {
+		var length, i = 0;
+
+		if ( isArrayLike( obj ) ) {
+			length = obj.length;
+			for ( ; i < length; i++ ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		} else {
+			for ( i in obj ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		}
+
+		return obj;
+	},
+
+	// results is for internal usage only
+	makeArray: function( arr, results ) {
+		var ret = results || [];
+
+		if ( arr != null ) {
+			if ( isArrayLike( Object( arr ) ) ) {
+				jQuery.merge( ret,
+					typeof arr === "string" ?
+					[ arr ] : arr
+				);
+			} else {
+				push.call( ret, arr );
+			}
+		}
+
+		return ret;
+	},
+
+	inArray: function( elem, arr, i ) {
+		return arr == null ? -1 : indexOf.call( arr, elem, i );
+	},
+
+	// Support: Android <=4.0 only, PhantomJS 1 only
+	// push.apply(_, arraylike) throws on ancient WebKit
+	merge: function( first, second ) {
+		var len = +second.length,
+			j = 0,
+			i = first.length;
+
+		for ( ; j < len; j++ ) {
+			first[ i++ ] = second[ j ];
+		}
+
+		first.length = i;
+
+		return first;
+	},
+
+	grep: function( elems, callback, invert ) {
+		var callbackInverse,
+			matches = [],
+			i = 0,
+			length = elems.length,
+			callbackExpect = !invert;
+
+		// Go through the array, only saving the items
+		// that pass the validator function
+		for ( ; i < length; i++ ) {
+			callbackInverse = !callback( elems[ i ], i );
+			if ( callbackInverse !== callbackExpect ) {
+				matches.push( elems[ i ] );
+			}
+		}
+
+		return matches;
+	},
+
+	// arg is for internal usage only
+	map: function( elems, callback, arg ) {
+		var length, value,
+			i = 0,
+			ret = [];
+
+		// Go through the array, translating each of the items to their new values
+		if ( isArrayLike( elems ) ) {
+			length = elems.length;
+			for ( ; i < length; i++ ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+
+		// Go through every key on the object,
+		} else {
+			for ( i in elems ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+		}
+
+		// Flatten any nested arrays
+		return flat( ret );
+	},
+
+	// A global GUID counter for objects
+	guid: 1,
+
+	// jQuery.support is not used in Core but other projects attach their
+	// properties to it so it needs to exist.
+	support: support
+} );
+
+if ( typeof Symbol === "function" ) {
+	jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ];
+}
+
+// Populate the class2type map
+jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
+function( _i, name ) {
+	class2type[ "[object " + name + "]" ] = name.toLowerCase();
+} );
+
+function isArrayLike( obj ) {
+
+	// Support: real iOS 8.2 only (not reproducible in simulator)
+	// `in` check used to prevent JIT error (gh-2145)
+	// hasOwn isn't used here due to false negatives
+	// regarding Nodelist length in IE
+	var length = !!obj && "length" in obj && obj.length,
+		type = toType( obj );
+
+	if ( isFunction( obj ) || isWindow( obj ) ) {
+		return false;
+	}
+
+	return type === "array" || length === 0 ||
+		typeof length === "number" && length > 0 && ( length - 1 ) in obj;
+}
+var Sizzle =
+/*!
+ * Sizzle CSS Selector Engine v2.3.5
+ * https://sizzlejs.com/
+ *
+ * Copyright JS Foundation and other contributors
+ * Released under the MIT license
+ * https://js.foundation/
+ *
+ * Date: 2020-03-14
+ */
+( function( window ) {
+var i,
+	support,
+	Expr,
+	getText,
+	isXML,
+	tokenize,
+	compile,
+	select,
+	outermostContext,
+	sortInput,
+	hasDuplicate,
+
+	// Local document vars
+	setDocument,
+	document,
+	docElem,
+	documentIsHTML,
+	rbuggyQSA,
+	rbuggyMatches,
+	matches,
+	contains,
+
+	// Instance-specific data
+	expando = "sizzle" + 1 * new Date(),
+	preferredDoc = window.document,
+	dirruns = 0,
+	done = 0,
+	classCache = createCache(),
+	tokenCache = createCache(),
+	compilerCache = createCache(),
+	nonnativeSelectorCache = createCache(),
+	sortOrder = function( a, b ) {
+		if ( a === b ) {
+			hasDuplicate = true;
+		}
+		return 0;
+	},
+
+	// Instance methods
+	hasOwn = ( {} ).hasOwnProperty,
+	arr = [],
+	pop = arr.pop,
+	pushNative = arr.push,
+	push = arr.push,
+	slice = arr.slice,
+
+	// Use a stripped-down indexOf as it's faster than native
+	// https://jsperf.com/thor-indexof-vs-for/5
+	indexOf = function( list, elem ) {
+		var i = 0,
+			len = list.length;
+		for ( ; i < len; i++ ) {
+			if ( list[ i ] === elem ) {
+				return i;
+			}
+		}
+		return -1;
+	},
+
+	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" +
+		"ismap|loop|multiple|open|readonly|required|scoped",
+
+	// Regular expressions
+
+	// http://www.w3.org/TR/css3-selectors/#whitespace
+	whitespace = "[\\x20\\t\\r\\n\\f]",
+
+	// https://www.w3.org/TR/css-syntax-3/#ident-token-diagram
+	identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace +
+		"?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+",
+
+	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
+	attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace +
+
+		// Operator (capture 2)
+		"*([*^$|!~]?=)" + whitespace +
+
+		// "Attribute values must be CSS identifiers [capture 5]
+		// or strings [capture 3 or capture 4]"
+		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" +
+		whitespace + "*\\]",
+
+	pseudos = ":(" + identifier + ")(?:\\((" +
+
+		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
+		// 1. quoted (capture 3; capture 4 or capture 5)
+		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
+
+		// 2. simple (capture 6)
+		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
+
+		// 3. anything else (capture 2)
+		".*" +
+		")\\)|)",
+
+	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
+	rwhitespace = new RegExp( whitespace + "+", "g" ),
+	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" +
+		whitespace + "+$", "g" ),
+
+	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
+	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace +
+		"*" ),
+	rdescend = new RegExp( whitespace + "|>" ),
+
+	rpseudo = new RegExp( pseudos ),
+	ridentifier = new RegExp( "^" + identifier + "$" ),
+
+	matchExpr = {
+		"ID": new RegExp( "^#(" + identifier + ")" ),
+		"CLASS": new RegExp( "^\\.(" + identifier + ")" ),
+		"TAG": new RegExp( "^(" + identifier + "|[*])" ),
+		"ATTR": new RegExp( "^" + attributes ),
+		"PSEUDO": new RegExp( "^" + pseudos ),
+		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" +
+			whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" +
+			whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
+		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
+
+		// For use in libraries implementing .is()
+		// We use this for POS matching in `select`
+		"needsContext": new RegExp( "^" + whitespace +
+			"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace +
+			"*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
+	},
+
+	rhtml = /HTML$/i,
+	rinputs = /^(?:input|select|textarea|button)$/i,
+	rheader = /^h\d$/i,
+
+	rnative = /^[^{]+\{\s*\[native \w/,
+
+	// Easily-parseable/retrievable ID or TAG or CLASS selectors
+	rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,
+
+	rsibling = /[+~]/,
+
+	// CSS escapes
+	// http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
+	runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ),
+	funescape = function( escape, nonHex ) {
+		var high = "0x" + escape.slice( 1 ) - 0x10000;
+
+		return nonHex ?
+
+			// Strip the backslash prefix from a non-hex escape sequence
+			nonHex :
+
+			// Replace a hexadecimal escape sequence with the encoded Unicode code point
+			// Support: IE <=11+
+			// For values outside the Basic Multilingual Plane (BMP), manually construct a
+			// surrogate pair
+			high < 0 ?
+				String.fromCharCode( high + 0x10000 ) :
+				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
+	},
+
+	// CSS string/identifier serialization
+	// https://drafts.csswg.org/cssom/#common-serializing-idioms
+	rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g,
+	fcssescape = function( ch, asCodePoint ) {
+		if ( asCodePoint ) {
+
+			// U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER
+			if ( ch === "\0" ) {
+				return "\uFFFD";
+			}
+
+			// Control characters and (dependent upon position) numbers get escaped as code points
+			return ch.slice( 0, -1 ) + "\\" +
+				ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
+		}
+
+		// Other potentially-special ASCII characters get backslash-escaped
+		return "\\" + ch;
+	},
+
+	// Used for iframes
+	// See setDocument()
+	// Removing the function wrapper causes a "Permission Denied"
+	// error in IE
+	unloadHandler = function() {
+		setDocument();
+	},
+
+	inDisabledFieldset = addCombinator(
+		function( elem ) {
+			return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset";
+		},
+		{ dir: "parentNode", next: "legend" }
+	);
+
+// Optimize for push.apply( _, NodeList )
+try {
+	push.apply(
+		( arr = slice.call( preferredDoc.childNodes ) ),
+		preferredDoc.childNodes
+	);
+
+	// Support: Android<4.0
+	// Detect silently failing push.apply
+	// eslint-disable-next-line no-unused-expressions
+	arr[ preferredDoc.childNodes.length ].nodeType;
+} catch ( e ) {
+	push = { apply: arr.length ?
+
+		// Leverage slice if possible
+		function( target, els ) {
+			pushNative.apply( target, slice.call( els ) );
+		} :
+
+		// Support: IE<9
+		// Otherwise append directly
+		function( target, els ) {
+			var j = target.length,
+				i = 0;
+
+			// Can't trust NodeList.length
+			while ( ( target[ j++ ] = els[ i++ ] ) ) {}
+			target.length = j - 1;
+		}
+	};
+}
+
+function Sizzle( selector, context, results, seed ) {
+	var m, i, elem, nid, match, groups, newSelector,
+		newContext = context && context.ownerDocument,
+
+		// nodeType defaults to 9, since context defaults to document
+		nodeType = context ? context.nodeType : 9;
+
+	results = results || [];
+
+	// Return early from calls with invalid selector or context
+	if ( typeof selector !== "string" || !selector ||
+		nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) {
+
+		return results;
+	}
+
+	// Try to shortcut find operations (as opposed to filters) in HTML documents
+	if ( !seed ) {
+		setDocument( context );
+		context = context || document;
+
+		if ( documentIsHTML ) {
+
+			// If the selector is sufficiently simple, try using a "get*By*" DOM method
+			// (excepting DocumentFragment context, where the methods don't exist)
+			if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) {
+
+				// ID selector
+				if ( ( m = match[ 1 ] ) ) {
+
+					// Document context
+					if ( nodeType === 9 ) {
+						if ( ( elem = context.getElementById( m ) ) ) {
+
+							// Support: IE, Opera, Webkit
+							// TODO: identify versions
+							// getElementById can match elements by name instead of ID
+							if ( elem.id === m ) {
+								results.push( elem );
+								return results;
+							}
+						} else {
+							return results;
+						}
+
+					// Element context
+					} else {
+
+						// Support: IE, Opera, Webkit
+						// TODO: identify versions
+						// getElementById can match elements by name instead of ID
+						if ( newContext && ( elem = newContext.getElementById( m ) ) &&
+							contains( context, elem ) &&
+							elem.id === m ) {
+
+							results.push( elem );
+							return results;
+						}
+					}
+
+				// Type selector
+				} else if ( match[ 2 ] ) {
+					push.apply( results, context.getElementsByTagName( selector ) );
+					return results;
+
+				// Class selector
+				} else if ( ( m = match[ 3 ] ) && support.getElementsByClassName &&
+					context.getElementsByClassName ) {
+
+					push.apply( results, context.getElementsByClassName( m ) );
+					return results;
+				}
+			}
+
+			// Take advantage of querySelectorAll
+			if ( support.qsa &&
+				!nonnativeSelectorCache[ selector + " " ] &&
+				( !rbuggyQSA || !rbuggyQSA.test( selector ) ) &&
+
+				// Support: IE 8 only
+				// Exclude object elements
+				( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) {
+
+				newSelector = selector;
+				newContext = context;
+
+				// qSA considers elements outside a scoping root when evaluating child or
+				// descendant combinators, which is not what we want.
+				// In such cases, we work around the behavior by prefixing every selector in the
+				// list with an ID selector referencing the scope context.
+				// The technique has to be used as well when a leading combinator is used
+				// as such selectors are not recognized by querySelectorAll.
+				// Thanks to Andrew Dupont for this technique.
+				if ( nodeType === 1 &&
+					( rdescend.test( selector ) || rcombinators.test( selector ) ) ) {
+
+					// Expand context for sibling selectors
+					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
+						context;
+
+					// We can use :scope instead of the ID hack if the browser
+					// supports it & if we're not changing the context.
+					if ( newContext !== context || !support.scope ) {
+
+						// Capture the context ID, setting it first if necessary
+						if ( ( nid = context.getAttribute( "id" ) ) ) {
+							nid = nid.replace( rcssescape, fcssescape );
+						} else {
+							context.setAttribute( "id", ( nid = expando ) );
+						}
+					}
+
+					// Prefix every selector in the list
+					groups = tokenize( selector );
+					i = groups.length;
+					while ( i-- ) {
+						groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " +
+							toSelector( groups[ i ] );
+					}
+					newSelector = groups.join( "," );
+				}
+
+				try {
+					push.apply( results,
+						newContext.querySelectorAll( newSelector )
+					);
+					return results;
+				} catch ( qsaError ) {
+					nonnativeSelectorCache( selector, true );
+				} finally {
+					if ( nid === expando ) {
+						context.removeAttribute( "id" );
+					}
+				}
+			}
+		}
+	}
+
+	// All others
+	return select( selector.replace( rtrim, "$1" ), context, results, seed );
+}
+
+/**
+ * Create key-value caches of limited size
+ * @returns {function(string, object)} Returns the Object data after storing it on itself with
+ *	property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength)
+ *	deleting the oldest entry
+ */
+function createCache() {
+	var keys = [];
+
+	function cache( key, value ) {
+
+		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
+		if ( keys.push( key + " " ) > Expr.cacheLength ) {
+
+			// Only keep the most recent entries
+			delete cache[ keys.shift() ];
+		}
+		return ( cache[ key + " " ] = value );
+	}
+	return cache;
+}
+
+/**
+ * Mark a function for special use by Sizzle
+ * @param {Function} fn The function to mark
+ */
+function markFunction( fn ) {
+	fn[ expando ] = true;
+	return fn;
+}
+
+/**
+ * Support testing using an element
+ * @param {Function} fn Passed the created element and returns a boolean result
+ */
+function assert( fn ) {
+	var el = document.createElement( "fieldset" );
+
+	try {
+		return !!fn( el );
+	} catch ( e ) {
+		return false;
+	} finally {
+
+		// Remove from its parent by default
+		if ( el.parentNode ) {
+			el.parentNode.removeChild( el );
+		}
+
+		// release memory in IE
+		el = null;
+	}
+}
+
+/**
+ * Adds the same handler for all of the specified attrs
+ * @param {String} attrs Pipe-separated list of attributes
+ * @param {Function} handler The method that will be applied
+ */
+function addHandle( attrs, handler ) {
+	var arr = attrs.split( "|" ),
+		i = arr.length;
+
+	while ( i-- ) {
+		Expr.attrHandle[ arr[ i ] ] = handler;
+	}
+}
+
+/**
+ * Checks document order of two siblings
+ * @param {Element} a
+ * @param {Element} b
+ * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b
+ */
+function siblingCheck( a, b ) {
+	var cur = b && a,
+		diff = cur && a.nodeType === 1 && b.nodeType === 1 &&
+			a.sourceIndex - b.sourceIndex;
+
+	// Use IE sourceIndex if available on both nodes
+	if ( diff ) {
+		return diff;
+	}
+
+	// Check if b follows a
+	if ( cur ) {
+		while ( ( cur = cur.nextSibling ) ) {
+			if ( cur === b ) {
+				return -1;
+			}
+		}
+	}
+
+	return a ? 1 : -1;
+}
+
+/**
+ * Returns a function to use in pseudos for input types
+ * @param {String} type
+ */
+function createInputPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return name === "input" && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for buttons
+ * @param {String} type
+ */
+function createButtonPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return ( name === "input" || name === "button" ) && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for :enabled/:disabled
+ * @param {Boolean} disabled true for :disabled; false for :enabled
+ */
+function createDisabledPseudo( disabled ) {
+
+	// Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable
+	return function( elem ) {
+
+		// Only certain elements can match :enabled or :disabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled
+		if ( "form" in elem ) {
+
+			// Check for inherited disabledness on relevant non-disabled elements:
+			// * listed form-associated elements in a disabled fieldset
+			//   https://html.spec.whatwg.org/multipage/forms.html#category-listed
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled
+			// * option elements in a disabled optgroup
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled
+			// All such elements have a "form" property.
+			if ( elem.parentNode && elem.disabled === false ) {
+
+				// Option elements defer to a parent optgroup if present
+				if ( "label" in elem ) {
+					if ( "label" in elem.parentNode ) {
+						return elem.parentNode.disabled === disabled;
+					} else {
+						return elem.disabled === disabled;
+					}
+				}
+
+				// Support: IE 6 - 11
+				// Use the isDisabled shortcut property to check for disabled fieldset ancestors
+				return elem.isDisabled === disabled ||
+
+					// Where there is no isDisabled, check manually
+					/* jshint -W018 */
+					elem.isDisabled !== !disabled &&
+					inDisabledFieldset( elem ) === disabled;
+			}
+
+			return elem.disabled === disabled;
+
+		// Try to winnow out elements that can't be disabled before trusting the disabled property.
+		// Some victims get caught in our net (label, legend, menu, track), but it shouldn't
+		// even exist on them, let alone have a boolean value.
+		} else if ( "label" in elem ) {
+			return elem.disabled === disabled;
+		}
+
+		// Remaining elements are neither :enabled nor :disabled
+		return false;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for positionals
+ * @param {Function} fn
+ */
+function createPositionalPseudo( fn ) {
+	return markFunction( function( argument ) {
+		argument = +argument;
+		return markFunction( function( seed, matches ) {
+			var j,
+				matchIndexes = fn( [], seed.length, argument ),
+				i = matchIndexes.length;
+
+			// Match elements found at the specified indexes
+			while ( i-- ) {
+				if ( seed[ ( j = matchIndexes[ i ] ) ] ) {
+					seed[ j ] = !( matches[ j ] = seed[ j ] );
+				}
+			}
+		} );
+	} );
+}
+
+/**
+ * Checks a node for validity as a Sizzle context
+ * @param {Element|Object=} context
+ * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value
+ */
+function testContext( context ) {
+	return context && typeof context.getElementsByTagName !== "undefined" && context;
+}
+
+// Expose support vars for convenience
+support = Sizzle.support = {};
+
+/**
+ * Detects XML nodes
+ * @param {Element|Object} elem An element or a document
+ * @returns {Boolean} True iff elem is a non-HTML XML node
+ */
+isXML = Sizzle.isXML = function( elem ) {
+	var namespace = elem.namespaceURI,
+		docElem = ( elem.ownerDocument || elem ).documentElement;
+
+	// Support: IE <=8
+	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
+	// https://bugs.jquery.com/ticket/4833
+	return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" );
+};
+
+/**
+ * Sets document-related variables once based on the current document
+ * @param {Element|Object} [doc] An element or document object to use to set the document
+ * @returns {Object} Returns the current document
+ */
+setDocument = Sizzle.setDocument = function( node ) {
+	var hasCompare, subWindow,
+		doc = node ? node.ownerDocument || node : preferredDoc;
+
+	// Return early if doc is invalid or already selected
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) {
+		return document;
+	}
+
+	// Update global variables
+	document = doc;
+	docElem = document.documentElement;
+	documentIsHTML = !isXML( document );
+
+	// Support: IE 9 - 11+, Edge 12 - 18+
+	// Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936)
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( preferredDoc != document &&
+		( subWindow = document.defaultView ) && subWindow.top !== subWindow ) {
+
+		// Support: IE 11, Edge
+		if ( subWindow.addEventListener ) {
+			subWindow.addEventListener( "unload", unloadHandler, false );
+
+		// Support: IE 9 - 10 only
+		} else if ( subWindow.attachEvent ) {
+			subWindow.attachEvent( "onunload", unloadHandler );
+		}
+	}
+
+	// Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only,
+	// Safari 4 - 5 only, Opera <=11.6 - 12.x only
+	// IE/Edge & older browsers don't support the :scope pseudo-class.
+	// Support: Safari 6.0 only
+	// Safari 6.0 supports :scope but it's an alias of :root there.
+	support.scope = assert( function( el ) {
+		docElem.appendChild( el ).appendChild( document.createElement( "div" ) );
+		return typeof el.querySelectorAll !== "undefined" &&
+			!el.querySelectorAll( ":scope fieldset div" ).length;
+	} );
+
+	/* Attributes
+	---------------------------------------------------------------------- */
+
+	// Support: IE<8
+	// Verify that getAttribute really returns attributes and not properties
+	// (excepting IE8 booleans)
+	support.attributes = assert( function( el ) {
+		el.className = "i";
+		return !el.getAttribute( "className" );
+	} );
+
+	/* getElement(s)By*
+	---------------------------------------------------------------------- */
+
+	// Check if getElementsByTagName("*") returns only elements
+	support.getElementsByTagName = assert( function( el ) {
+		el.appendChild( document.createComment( "" ) );
+		return !el.getElementsByTagName( "*" ).length;
+	} );
+
+	// Support: IE<9
+	support.getElementsByClassName = rnative.test( document.getElementsByClassName );
+
+	// Support: IE<10
+	// Check if getElementById returns elements by name
+	// The broken getElementById methods don't pick up programmatically-set names,
+	// so use a roundabout getElementsByName test
+	support.getById = assert( function( el ) {
+		docElem.appendChild( el ).id = expando;
+		return !document.getElementsByName || !document.getElementsByName( expando ).length;
+	} );
+
+	// ID filter and find
+	if ( support.getById ) {
+		Expr.filter[ "ID" ] = function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				return elem.getAttribute( "id" ) === attrId;
+			};
+		};
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var elem = context.getElementById( id );
+				return elem ? [ elem ] : [];
+			}
+		};
+	} else {
+		Expr.filter[ "ID" ] =  function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				var node = typeof elem.getAttributeNode !== "undefined" &&
+					elem.getAttributeNode( "id" );
+				return node && node.value === attrId;
+			};
+		};
+
+		// Support: IE 6 - 7 only
+		// getElementById is not reliable as a find shortcut
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var node, i, elems,
+					elem = context.getElementById( id );
+
+				if ( elem ) {
+
+					// Verify the id attribute
+					node = elem.getAttributeNode( "id" );
+					if ( node && node.value === id ) {
+						return [ elem ];
+					}
+
+					// Fall back on getElementsByName
+					elems = context.getElementsByName( id );
+					i = 0;
+					while ( ( elem = elems[ i++ ] ) ) {
+						node = elem.getAttributeNode( "id" );
+						if ( node && node.value === id ) {
+							return [ elem ];
+						}
+					}
+				}
+
+				return [];
+			}
+		};
+	}
+
+	// Tag
+	Expr.find[ "TAG" ] = support.getElementsByTagName ?
+		function( tag, context ) {
+			if ( typeof context.getElementsByTagName !== "undefined" ) {
+				return context.getElementsByTagName( tag );
+
+			// DocumentFragment nodes don't have gEBTN
+			} else if ( support.qsa ) {
+				return context.querySelectorAll( tag );
+			}
+		} :
+
+		function( tag, context ) {
+			var elem,
+				tmp = [],
+				i = 0,
+
+				// By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too
+				results = context.getElementsByTagName( tag );
+
+			// Filter out possible comments
+			if ( tag === "*" ) {
+				while ( ( elem = results[ i++ ] ) ) {
+					if ( elem.nodeType === 1 ) {
+						tmp.push( elem );
+					}
+				}
+
+				return tmp;
+			}
+			return results;
+		};
+
+	// Class
+	Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) {
+		if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) {
+			return context.getElementsByClassName( className );
+		}
+	};
+
+	/* QSA/matchesSelector
+	---------------------------------------------------------------------- */
+
+	// QSA and matchesSelector support
+
+	// matchesSelector(:active) reports false when true (IE9/Opera 11.5)
+	rbuggyMatches = [];
+
+	// qSa(:focus) reports false when true (Chrome 21)
+	// We allow this because of a bug in IE8/9 that throws an error
+	// whenever `document.activeElement` is accessed on an iframe
+	// So, we allow :focus to pass through QSA all the time to avoid the IE error
+	// See https://bugs.jquery.com/ticket/13378
+	rbuggyQSA = [];
+
+	if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) {
+
+		// Build QSA regex
+		// Regex strategy adopted from Diego Perini
+		assert( function( el ) {
+
+			var input;
+
+			// Select is set to empty string on purpose
+			// This is to test IE's treatment of not explicitly
+			// setting a boolean content attribute,
+			// since its presence should be enough
+			// https://bugs.jquery.com/ticket/12359
+			docElem.appendChild( el ).innerHTML = "<a id='" + expando + "'></a>" +
+				"<select id='" + expando + "-\r\\' msallowcapture=''>" +
+				"<option selected=''></option></select>";
+
+			// Support: IE8, Opera 11-12.16
+			// Nothing should be selected when empty strings follow ^= or $= or *=
+			// The test attribute must be unknown in Opera but "safe" for WinRT
+			// https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
+			if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) {
+				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
+			}
+
+			// Support: IE8
+			// Boolean attributes and "value" are not treated correctly
+			if ( !el.querySelectorAll( "[selected]" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
+			}
+
+			// Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+
+			if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) {
+				rbuggyQSA.push( "~=" );
+			}
+
+			// Support: IE 11+, Edge 15 - 18+
+			// IE 11/Edge don't find elements on a `[name='']` query in some cases.
+			// Adding a temporary attribute to the document before the selection works
+			// around the issue.
+			// Interestingly, IE 10 & older don't seem to have the issue.
+			input = document.createElement( "input" );
+			input.setAttribute( "name", "" );
+			el.appendChild( input );
+			if ( !el.querySelectorAll( "[name='']" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" +
+					whitespace + "*(?:''|\"\")" );
+			}
+
+			// Webkit/Opera - :checked should return selected option elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			// IE8 throws error here and will not see later tests
+			if ( !el.querySelectorAll( ":checked" ).length ) {
+				rbuggyQSA.push( ":checked" );
+			}
+
+			// Support: Safari 8+, iOS 8+
+			// https://bugs.webkit.org/show_bug.cgi?id=136851
+			// In-page `selector#id sibling-combinator selector` fails
+			if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) {
+				rbuggyQSA.push( ".#.+[+~]" );
+			}
+
+			// Support: Firefox <=3.6 - 5 only
+			// Old Firefox doesn't throw on a badly-escaped identifier.
+			el.querySelectorAll( "\\\f" );
+			rbuggyQSA.push( "[\\r\\n\\f]" );
+		} );
+
+		assert( function( el ) {
+			el.innerHTML = "<a href='' disabled='disabled'></a>" +
+				"<select disabled='disabled'><option/></select>";
+
+			// Support: Windows 8 Native Apps
+			// The type and name attributes are restricted during .innerHTML assignment
+			var input = document.createElement( "input" );
+			input.setAttribute( "type", "hidden" );
+			el.appendChild( input ).setAttribute( "name", "D" );
+
+			// Support: IE8
+			// Enforce case-sensitivity of name attribute
+			if ( el.querySelectorAll( "[name=d]" ).length ) {
+				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
+			}
+
+			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
+			// IE8 throws error here and will not see later tests
+			if ( el.querySelectorAll( ":enabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: IE9-11+
+			// IE's :disabled selector does not pick up the children of disabled fieldsets
+			docElem.appendChild( el ).disabled = true;
+			if ( el.querySelectorAll( ":disabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: Opera 10 - 11 only
+			// Opera 10-11 does not throw on post-comma invalid pseudos
+			el.querySelectorAll( "*,:x" );
+			rbuggyQSA.push( ",.*:" );
+		} );
+	}
+
+	if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches ||
+		docElem.webkitMatchesSelector ||
+		docElem.mozMatchesSelector ||
+		docElem.oMatchesSelector ||
+		docElem.msMatchesSelector ) ) ) ) {
+
+		assert( function( el ) {
+
+			// Check to see if it's possible to do matchesSelector
+			// on a disconnected node (IE 9)
+			support.disconnectedMatch = matches.call( el, "*" );
+
+			// This should fail with an exception
+			// Gecko does not error, returns false instead
+			matches.call( el, "[s!='']:x" );
+			rbuggyMatches.push( "!=", pseudos );
+		} );
+	}
+
+	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) );
+	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) );
+
+	/* Contains
+	---------------------------------------------------------------------- */
+	hasCompare = rnative.test( docElem.compareDocumentPosition );
+
+	// Element contains another
+	// Purposefully self-exclusive
+	// As in, an element does not contain itself
+	contains = hasCompare || rnative.test( docElem.contains ) ?
+		function( a, b ) {
+			var adown = a.nodeType === 9 ? a.documentElement : a,
+				bup = b && b.parentNode;
+			return a === bup || !!( bup && bup.nodeType === 1 && (
+				adown.contains ?
+					adown.contains( bup ) :
+					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
+			) );
+		} :
+		function( a, b ) {
+			if ( b ) {
+				while ( ( b = b.parentNode ) ) {
+					if ( b === a ) {
+						return true;
+					}
+				}
+			}
+			return false;
+		};
+
+	/* Sorting
+	---------------------------------------------------------------------- */
+
+	// Document order sorting
+	sortOrder = hasCompare ?
+	function( a, b ) {
+
+		// Flag for duplicate removal
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		// Sort on method existence if only one input has compareDocumentPosition
+		var compare = !a.compareDocumentPosition - !b.compareDocumentPosition;
+		if ( compare ) {
+			return compare;
+		}
+
+		// Calculate position if both inputs belong to the same document
+		// Support: IE 11+, Edge 17 - 18+
+		// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+		// two documents; shallow comparisons work.
+		// eslint-disable-next-line eqeqeq
+		compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ?
+			a.compareDocumentPosition( b ) :
+
+			// Otherwise we know they are disconnected
+			1;
+
+		// Disconnected nodes
+		if ( compare & 1 ||
+			( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) {
+
+			// Choose the first element that is related to our preferred document
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( a == document || a.ownerDocument == preferredDoc &&
+				contains( preferredDoc, a ) ) {
+				return -1;
+			}
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( b == document || b.ownerDocument == preferredDoc &&
+				contains( preferredDoc, b ) ) {
+				return 1;
+			}
+
+			// Maintain original order
+			return sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+		}
+
+		return compare & 4 ? -1 : 1;
+	} :
+	function( a, b ) {
+
+		// Exit early if the nodes are identical
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		var cur,
+			i = 0,
+			aup = a.parentNode,
+			bup = b.parentNode,
+			ap = [ a ],
+			bp = [ b ];
+
+		// Parentless nodes are either documents or disconnected
+		if ( !aup || !bup ) {
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			return a == document ? -1 :
+				b == document ? 1 :
+				/* eslint-enable eqeqeq */
+				aup ? -1 :
+				bup ? 1 :
+				sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+
+		// If the nodes are siblings, we can do a quick check
+		} else if ( aup === bup ) {
+			return siblingCheck( a, b );
+		}
+
+		// Otherwise we need full lists of their ancestors for comparison
+		cur = a;
+		while ( ( cur = cur.parentNode ) ) {
+			ap.unshift( cur );
+		}
+		cur = b;
+		while ( ( cur = cur.parentNode ) ) {
+			bp.unshift( cur );
+		}
+
+		// Walk down the tree looking for a discrepancy
+		while ( ap[ i ] === bp[ i ] ) {
+			i++;
+		}
+
+		return i ?
+
+			// Do a sibling check if the nodes have a common ancestor
+			siblingCheck( ap[ i ], bp[ i ] ) :
+
+			// Otherwise nodes in our document sort first
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			ap[ i ] == preferredDoc ? -1 :
+			bp[ i ] == preferredDoc ? 1 :
+			/* eslint-enable eqeqeq */
+			0;
+	};
+
+	return document;
+};
+
+Sizzle.matches = function( expr, elements ) {
+	return Sizzle( expr, null, null, elements );
+};
+
+Sizzle.matchesSelector = function( elem, expr ) {
+	setDocument( elem );
+
+	if ( support.matchesSelector && documentIsHTML &&
+		!nonnativeSelectorCache[ expr + " " ] &&
+		( !rbuggyMatches || !rbuggyMatches.test( expr ) ) &&
+		( !rbuggyQSA     || !rbuggyQSA.test( expr ) ) ) {
+
+		try {
+			var ret = matches.call( elem, expr );
+
+			// IE 9's matchesSelector returns false on disconnected nodes
+			if ( ret || support.disconnectedMatch ||
+
+				// As well, disconnected nodes are said to be in a document
+				// fragment in IE 9
+				elem.document && elem.document.nodeType !== 11 ) {
+				return ret;
+			}
+		} catch ( e ) {
+			nonnativeSelectorCache( expr, true );
+		}
+	}
+
+	return Sizzle( expr, document, null, [ elem ] ).length > 0;
+};
+
+Sizzle.contains = function( context, elem ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( context.ownerDocument || context ) != document ) {
+		setDocument( context );
+	}
+	return contains( context, elem );
+};
+
+Sizzle.attr = function( elem, name ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( elem.ownerDocument || elem ) != document ) {
+		setDocument( elem );
+	}
+
+	var fn = Expr.attrHandle[ name.toLowerCase() ],
+
+		// Don't get fooled by Object.prototype properties (jQuery #13807)
+		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
+			fn( elem, name, !documentIsHTML ) :
+			undefined;
+
+	return val !== undefined ?
+		val :
+		support.attributes || !documentIsHTML ?
+			elem.getAttribute( name ) :
+			( val = elem.getAttributeNode( name ) ) && val.specified ?
+				val.value :
+				null;
+};
+
+Sizzle.escape = function( sel ) {
+	return ( sel + "" ).replace( rcssescape, fcssescape );
+};
+
+Sizzle.error = function( msg ) {
+	throw new Error( "Syntax error, unrecognized expression: " + msg );
+};
+
+/**
+ * Document sorting and removing duplicates
+ * @param {ArrayLike} results
+ */
+Sizzle.uniqueSort = function( results ) {
+	var elem,
+		duplicates = [],
+		j = 0,
+		i = 0;
+
+	// Unless we *know* we can detect duplicates, assume their presence
+	hasDuplicate = !support.detectDuplicates;
+	sortInput = !support.sortStable && results.slice( 0 );
+	results.sort( sortOrder );
+
+	if ( hasDuplicate ) {
+		while ( ( elem = results[ i++ ] ) ) {
+			if ( elem === results[ i ] ) {
+				j = duplicates.push( i );
+			}
+		}
+		while ( j-- ) {
+			results.splice( duplicates[ j ], 1 );
+		}
+	}
+
+	// Clear input after sorting to release objects
+	// See https://github.com/jquery/sizzle/pull/225
+	sortInput = null;
+
+	return results;
+};
+
+/**
+ * Utility function for retrieving the text value of an array of DOM nodes
+ * @param {Array|Element} elem
+ */
+getText = Sizzle.getText = function( elem ) {
+	var node,
+		ret = "",
+		i = 0,
+		nodeType = elem.nodeType;
+
+	if ( !nodeType ) {
+
+		// If no nodeType, this is expected to be an array
+		while ( ( node = elem[ i++ ] ) ) {
+
+			// Do not traverse comment nodes
+			ret += getText( node );
+		}
+	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
+
+		// Use textContent for elements
+		// innerText usage removed for consistency of new lines (jQuery #11153)
+		if ( typeof elem.textContent === "string" ) {
+			return elem.textContent;
+		} else {
+
+			// Traverse its children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				ret += getText( elem );
+			}
+		}
+	} else if ( nodeType === 3 || nodeType === 4 ) {
+		return elem.nodeValue;
+	}
+
+	// Do not include comment or processing instruction nodes
+
+	return ret;
+};
+
+Expr = Sizzle.selectors = {
+
+	// Can be adjusted by the user
+	cacheLength: 50,
+
+	createPseudo: markFunction,
+
+	match: matchExpr,
+
+	attrHandle: {},
+
+	find: {},
+
+	relative: {
+		">": { dir: "parentNode", first: true },
+		" ": { dir: "parentNode" },
+		"+": { dir: "previousSibling", first: true },
+		"~": { dir: "previousSibling" }
+	},
+
+	preFilter: {
+		"ATTR": function( match ) {
+			match[ 1 ] = match[ 1 ].replace( runescape, funescape );
+
+			// Move the given value to match[3] whether quoted or unquoted
+			match[ 3 ] = ( match[ 3 ] || match[ 4 ] ||
+				match[ 5 ] || "" ).replace( runescape, funescape );
+
+			if ( match[ 2 ] === "~=" ) {
+				match[ 3 ] = " " + match[ 3 ] + " ";
+			}
+
+			return match.slice( 0, 4 );
+		},
+
+		"CHILD": function( match ) {
+
+			/* matches from matchExpr["CHILD"]
+				1 type (only|nth|...)
+				2 what (child|of-type)
+				3 argument (even|odd|\d*|\d*n([+-]\d+)?|...)
+				4 xn-component of xn+y argument ([+-]?\d*n|)
+				5 sign of xn-component
+				6 x of xn-component
+				7 sign of y-component
+				8 y of y-component
+			*/
+			match[ 1 ] = match[ 1 ].toLowerCase();
+
+			if ( match[ 1 ].slice( 0, 3 ) === "nth" ) {
+
+				// nth-* requires argument
+				if ( !match[ 3 ] ) {
+					Sizzle.error( match[ 0 ] );
+				}
+
+				// numeric x and y parameters for Expr.filter.CHILD
+				// remember that false/true cast respectively to 0/1
+				match[ 4 ] = +( match[ 4 ] ?
+					match[ 5 ] + ( match[ 6 ] || 1 ) :
+					2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) );
+				match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" );
+
+				// other types prohibit arguments
+			} else if ( match[ 3 ] ) {
+				Sizzle.error( match[ 0 ] );
+			}
+
+			return match;
+		},
+
+		"PSEUDO": function( match ) {
+			var excess,
+				unquoted = !match[ 6 ] && match[ 2 ];
+
+			if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) {
+				return null;
+			}
+
+			// Accept quoted arguments as-is
+			if ( match[ 3 ] ) {
+				match[ 2 ] = match[ 4 ] || match[ 5 ] || "";
+
+			// Strip excess characters from unquoted arguments
+			} else if ( unquoted && rpseudo.test( unquoted ) &&
+
+				// Get excess from tokenize (recursively)
+				( excess = tokenize( unquoted, true ) ) &&
+
+				// advance to the next closing parenthesis
+				( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) {
+
+				// excess is a negative index
+				match[ 0 ] = match[ 0 ].slice( 0, excess );
+				match[ 2 ] = unquoted.slice( 0, excess );
+			}
+
+			// Return only captures needed by the pseudo filter method (type and argument)
+			return match.slice( 0, 3 );
+		}
+	},
+
+	filter: {
+
+		"TAG": function( nodeNameSelector ) {
+			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
+			return nodeNameSelector === "*" ?
+				function() {
+					return true;
+				} :
+				function( elem ) {
+					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
+				};
+		},
+
+		"CLASS": function( className ) {
+			var pattern = classCache[ className + " " ];
+
+			return pattern ||
+				( pattern = new RegExp( "(^|" + whitespace +
+					")" + className + "(" + whitespace + "|$)" ) ) && classCache(
+						className, function( elem ) {
+							return pattern.test(
+								typeof elem.className === "string" && elem.className ||
+								typeof elem.getAttribute !== "undefined" &&
+									elem.getAttribute( "class" ) ||
+								""
+							);
+				} );
+		},
+
+		"ATTR": function( name, operator, check ) {
+			return function( elem ) {
+				var result = Sizzle.attr( elem, name );
+
+				if ( result == null ) {
+					return operator === "!=";
+				}
+				if ( !operator ) {
+					return true;
+				}
+
+				result += "";
+
+				/* eslint-disable max-len */
+
+				return operator === "=" ? result === check :
+					operator === "!=" ? result !== check :
+					operator === "^=" ? check && result.indexOf( check ) === 0 :
+					operator === "*=" ? check && result.indexOf( check ) > -1 :
+					operator === "$=" ? check && result.slice( -check.length ) === check :
+					operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 :
+					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
+					false;
+				/* eslint-enable max-len */
+
+			};
+		},
+
+		"CHILD": function( type, what, _argument, first, last ) {
+			var simple = type.slice( 0, 3 ) !== "nth",
+				forward = type.slice( -4 ) !== "last",
+				ofType = what === "of-type";
+
+			return first === 1 && last === 0 ?
+
+				// Shortcut for :nth-*(n)
+				function( elem ) {
+					return !!elem.parentNode;
+				} :
+
+				function( elem, _context, xml ) {
+					var cache, uniqueCache, outerCache, node, nodeIndex, start,
+						dir = simple !== forward ? "nextSibling" : "previousSibling",
+						parent = elem.parentNode,
+						name = ofType && elem.nodeName.toLowerCase(),
+						useCache = !xml && !ofType,
+						diff = false;
+
+					if ( parent ) {
+
+						// :(first|last|only)-(child|of-type)
+						if ( simple ) {
+							while ( dir ) {
+								node = elem;
+								while ( ( node = node[ dir ] ) ) {
+									if ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) {
+
+										return false;
+									}
+								}
+
+								// Reverse direction for :only-* (if we haven't yet done so)
+								start = dir = type === "only" && !start && "nextSibling";
+							}
+							return true;
+						}
+
+						start = [ forward ? parent.firstChild : parent.lastChild ];
+
+						// non-xml :nth-child(...) stores cache data on `parent`
+						if ( forward && useCache ) {
+
+							// Seek `elem` from a previously-cached index
+
+							// ...in a gzip-friendly way
+							node = parent;
+							outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+							// Support: IE <9 only
+							// Defend against cloned attroperties (jQuery gh-1709)
+							uniqueCache = outerCache[ node.uniqueID ] ||
+								( outerCache[ node.uniqueID ] = {} );
+
+							cache = uniqueCache[ type ] || [];
+							nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+							diff = nodeIndex && cache[ 2 ];
+							node = nodeIndex && parent.childNodes[ nodeIndex ];
+
+							while ( ( node = ++nodeIndex && node && node[ dir ] ||
+
+								// Fallback to seeking `elem` from the start
+								( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+								// When found, cache indexes on `parent` and break
+								if ( node.nodeType === 1 && ++diff && node === elem ) {
+									uniqueCache[ type ] = [ dirruns, nodeIndex, diff ];
+									break;
+								}
+							}
+
+						} else {
+
+							// Use previously-cached element index if available
+							if ( useCache ) {
+
+								// ...in a gzip-friendly way
+								node = elem;
+								outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+								// Support: IE <9 only
+								// Defend against cloned attroperties (jQuery gh-1709)
+								uniqueCache = outerCache[ node.uniqueID ] ||
+									( outerCache[ node.uniqueID ] = {} );
+
+								cache = uniqueCache[ type ] || [];
+								nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+								diff = nodeIndex;
+							}
+
+							// xml :nth-child(...)
+							// or :nth-last-child(...) or :nth(-last)?-of-type(...)
+							if ( diff === false ) {
+
+								// Use the same loop as above to seek `elem` from the start
+								while ( ( node = ++nodeIndex && node && node[ dir ] ||
+									( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+									if ( ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) &&
+										++diff ) {
+
+										// Cache the index of each encountered element
+										if ( useCache ) {
+											outerCache = node[ expando ] ||
+												( node[ expando ] = {} );
+
+											// Support: IE <9 only
+											// Defend against cloned attroperties (jQuery gh-1709)
+											uniqueCache = outerCache[ node.uniqueID ] ||
+												( outerCache[ node.uniqueID ] = {} );
+
+											uniqueCache[ type ] = [ dirruns, diff ];
+										}
+
+										if ( node === elem ) {
+											break;
+										}
+									}
+								}
+							}
+						}
+
+						// Incorporate the offset, then check against cycle size
+						diff -= last;
+						return diff === first || ( diff % first === 0 && diff / first >= 0 );
+					}
+				};
+		},
+
+		"PSEUDO": function( pseudo, argument ) {
+
+			// pseudo-class names are case-insensitive
+			// http://www.w3.org/TR/selectors/#pseudo-classes
+			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
+			// Remember that setFilters inherits from pseudos
+			var args,
+				fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] ||
+					Sizzle.error( "unsupported pseudo: " + pseudo );
+
+			// The user may use createPseudo to indicate that
+			// arguments are needed to create the filter function
+			// just as Sizzle does
+			if ( fn[ expando ] ) {
+				return fn( argument );
+			}
+
+			// But maintain support for old signatures
+			if ( fn.length > 1 ) {
+				args = [ pseudo, pseudo, "", argument ];
+				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
+					markFunction( function( seed, matches ) {
+						var idx,
+							matched = fn( seed, argument ),
+							i = matched.length;
+						while ( i-- ) {
+							idx = indexOf( seed, matched[ i ] );
+							seed[ idx ] = !( matches[ idx ] = matched[ i ] );
+						}
+					} ) :
+					function( elem ) {
+						return fn( elem, 0, args );
+					};
+			}
+
+			return fn;
+		}
+	},
+
+	pseudos: {
+
+		// Potentially complex pseudos
+		"not": markFunction( function( selector ) {
+
+			// Trim the selector passed to compile
+			// to avoid treating leading and trailing
+			// spaces as combinators
+			var input = [],
+				results = [],
+				matcher = compile( selector.replace( rtrim, "$1" ) );
+
+			return matcher[ expando ] ?
+				markFunction( function( seed, matches, _context, xml ) {
+					var elem,
+						unmatched = matcher( seed, null, xml, [] ),
+						i = seed.length;
+
+					// Match elements unmatched by `matcher`
+					while ( i-- ) {
+						if ( ( elem = unmatched[ i ] ) ) {
+							seed[ i ] = !( matches[ i ] = elem );
+						}
+					}
+				} ) :
+				function( elem, _context, xml ) {
+					input[ 0 ] = elem;
+					matcher( input, null, xml, results );
+
+					// Don't keep the element (issue #299)
+					input[ 0 ] = null;
+					return !results.pop();
+				};
+		} ),
+
+		"has": markFunction( function( selector ) {
+			return function( elem ) {
+				return Sizzle( selector, elem ).length > 0;
+			};
+		} ),
+
+		"contains": markFunction( function( text ) {
+			text = text.replace( runescape, funescape );
+			return function( elem ) {
+				return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1;
+			};
+		} ),
+
+		// "Whether an element is represented by a :lang() selector
+		// is based solely on the element's language value
+		// being equal to the identifier C,
+		// or beginning with the identifier C immediately followed by "-".
+		// The matching of C against the element's language value is performed case-insensitively.
+		// The identifier C does not have to be a valid language name."
+		// http://www.w3.org/TR/selectors/#lang-pseudo
+		"lang": markFunction( function( lang ) {
+
+			// lang value must be a valid identifier
+			if ( !ridentifier.test( lang || "" ) ) {
+				Sizzle.error( "unsupported lang: " + lang );
+			}
+			lang = lang.replace( runescape, funescape ).toLowerCase();
+			return function( elem ) {
+				var elemLang;
+				do {
+					if ( ( elemLang = documentIsHTML ?
+						elem.lang :
+						elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) {
+
+						elemLang = elemLang.toLowerCase();
+						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
+					}
+				} while ( ( elem = elem.parentNode ) && elem.nodeType === 1 );
+				return false;
+			};
+		} ),
+
+		// Miscellaneous
+		"target": function( elem ) {
+			var hash = window.location && window.location.hash;
+			return hash && hash.slice( 1 ) === elem.id;
+		},
+
+		"root": function( elem ) {
+			return elem === docElem;
+		},
+
+		"focus": function( elem ) {
+			return elem === document.activeElement &&
+				( !document.hasFocus || document.hasFocus() ) &&
+				!!( elem.type || elem.href || ~elem.tabIndex );
+		},
+
+		// Boolean properties
+		"enabled": createDisabledPseudo( false ),
+		"disabled": createDisabledPseudo( true ),
+
+		"checked": function( elem ) {
+
+			// In CSS3, :checked should return both checked and selected elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			var nodeName = elem.nodeName.toLowerCase();
+			return ( nodeName === "input" && !!elem.checked ) ||
+				( nodeName === "option" && !!elem.selected );
+		},
+
+		"selected": function( elem ) {
+
+			// Accessing this property makes selected-by-default
+			// options in Safari work properly
+			if ( elem.parentNode ) {
+				// eslint-disable-next-line no-unused-expressions
+				elem.parentNode.selectedIndex;
+			}
+
+			return elem.selected === true;
+		},
+
+		// Contents
+		"empty": function( elem ) {
+
+			// http://www.w3.org/TR/selectors/#empty-pseudo
+			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
+			//   but not by others (comment: 8; processing instruction: 7; etc.)
+			// nodeType < 6 works because attributes (2) do not appear as children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				if ( elem.nodeType < 6 ) {
+					return false;
+				}
+			}
+			return true;
+		},
+
+		"parent": function( elem ) {
+			return !Expr.pseudos[ "empty" ]( elem );
+		},
+
+		// Element/input types
+		"header": function( elem ) {
+			return rheader.test( elem.nodeName );
+		},
+
+		"input": function( elem ) {
+			return rinputs.test( elem.nodeName );
+		},
+
+		"button": function( elem ) {
+			var name = elem.nodeName.toLowerCase();
+			return name === "input" && elem.type === "button" || name === "button";
+		},
+
+		"text": function( elem ) {
+			var attr;
+			return elem.nodeName.toLowerCase() === "input" &&
+				elem.type === "text" &&
+
+				// Support: IE<8
+				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
+				( ( attr = elem.getAttribute( "type" ) ) == null ||
+					attr.toLowerCase() === "text" );
+		},
+
+		// Position-in-collection
+		"first": createPositionalPseudo( function() {
+			return [ 0 ];
+		} ),
+
+		"last": createPositionalPseudo( function( _matchIndexes, length ) {
+			return [ length - 1 ];
+		} ),
+
+		"eq": createPositionalPseudo( function( _matchIndexes, length, argument ) {
+			return [ argument < 0 ? argument + length : argument ];
+		} ),
+
+		"even": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 0;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"odd": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 1;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"lt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ?
+				argument + length :
+				argument > length ?
+					length :
+					argument;
+			for ( ; --i >= 0; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"gt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ? argument + length : argument;
+			for ( ; ++i < length; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} )
+	}
+};
+
+Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ];
+
+// Add button/input type pseudos
+for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
+	Expr.pseudos[ i ] = createInputPseudo( i );
+}
+for ( i in { submit: true, reset: true } ) {
+	Expr.pseudos[ i ] = createButtonPseudo( i );
+}
+
+// Easy API for creating new setFilters
+function setFilters() {}
+setFilters.prototype = Expr.filters = Expr.pseudos;
+Expr.setFilters = new setFilters();
+
+tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
+	var matched, match, tokens, type,
+		soFar, groups, preFilters,
+		cached = tokenCache[ selector + " " ];
+
+	if ( cached ) {
+		return parseOnly ? 0 : cached.slice( 0 );
+	}
+
+	soFar = selector;
+	groups = [];
+	preFilters = Expr.preFilter;
+
+	while ( soFar ) {
+
+		// Comma and first run
+		if ( !matched || ( match = rcomma.exec( soFar ) ) ) {
+			if ( match ) {
+
+				// Don't consume trailing commas as valid
+				soFar = soFar.slice( match[ 0 ].length ) || soFar;
+			}
+			groups.push( ( tokens = [] ) );
+		}
+
+		matched = false;
+
+		// Combinators
+		if ( ( match = rcombinators.exec( soFar ) ) ) {
+			matched = match.shift();
+			tokens.push( {
+				value: matched,
+
+				// Cast descendant combinators to space
+				type: match[ 0 ].replace( rtrim, " " )
+			} );
+			soFar = soFar.slice( matched.length );
+		}
+
+		// Filters
+		for ( type in Expr.filter ) {
+			if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] ||
+				( match = preFilters[ type ]( match ) ) ) ) {
+				matched = match.shift();
+				tokens.push( {
+					value: matched,
+					type: type,
+					matches: match
+				} );
+				soFar = soFar.slice( matched.length );
+			}
+		}
+
+		if ( !matched ) {
+			break;
+		}
+	}
+
+	// Return the length of the invalid excess
+	// if we're just parsing
+	// Otherwise, throw an error or return tokens
+	return parseOnly ?
+		soFar.length :
+		soFar ?
+			Sizzle.error( selector ) :
+
+			// Cache the tokens
+			tokenCache( selector, groups ).slice( 0 );
+};
+
+function toSelector( tokens ) {
+	var i = 0,
+		len = tokens.length,
+		selector = "";
+	for ( ; i < len; i++ ) {
+		selector += tokens[ i ].value;
+	}
+	return selector;
+}
+
+function addCombinator( matcher, combinator, base ) {
+	var dir = combinator.dir,
+		skip = combinator.next,
+		key = skip || dir,
+		checkNonElements = base && key === "parentNode",
+		doneName = done++;
+
+	return combinator.first ?
+
+		// Check against closest ancestor/preceding element
+		function( elem, context, xml ) {
+			while ( ( elem = elem[ dir ] ) ) {
+				if ( elem.nodeType === 1 || checkNonElements ) {
+					return matcher( elem, context, xml );
+				}
+			}
+			return false;
+		} :
+
+		// Check against all ancestor/preceding elements
+		function( elem, context, xml ) {
+			var oldCache, uniqueCache, outerCache,
+				newCache = [ dirruns, doneName ];
+
+			// We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching
+			if ( xml ) {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						if ( matcher( elem, context, xml ) ) {
+							return true;
+						}
+					}
+				}
+			} else {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						outerCache = elem[ expando ] || ( elem[ expando ] = {} );
+
+						// Support: IE <9 only
+						// Defend against cloned attroperties (jQuery gh-1709)
+						uniqueCache = outerCache[ elem.uniqueID ] ||
+							( outerCache[ elem.uniqueID ] = {} );
+
+						if ( skip && skip === elem.nodeName.toLowerCase() ) {
+							elem = elem[ dir ] || elem;
+						} else if ( ( oldCache = uniqueCache[ key ] ) &&
+							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
+
+							// Assign to newCache so results back-propagate to previous elements
+							return ( newCache[ 2 ] = oldCache[ 2 ] );
+						} else {
+
+							// Reuse newcache so results back-propagate to previous elements
+							uniqueCache[ key ] = newCache;
+
+							// A match means we're done; a fail means we have to keep checking
+							if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) {
+								return true;
+							}
+						}
+					}
+				}
+			}
+			return false;
+		};
+}
+
+function elementMatcher( matchers ) {
+	return matchers.length > 1 ?
+		function( elem, context, xml ) {
+			var i = matchers.length;
+			while ( i-- ) {
+				if ( !matchers[ i ]( elem, context, xml ) ) {
+					return false;
+				}
+			}
+			return true;
+		} :
+		matchers[ 0 ];
+}
+
+function multipleContexts( selector, contexts, results ) {
+	var i = 0,
+		len = contexts.length;
+	for ( ; i < len; i++ ) {
+		Sizzle( selector, contexts[ i ], results );
+	}
+	return results;
+}
+
+function condense( unmatched, map, filter, context, xml ) {
+	var elem,
+		newUnmatched = [],
+		i = 0,
+		len = unmatched.length,
+		mapped = map != null;
+
+	for ( ; i < len; i++ ) {
+		if ( ( elem = unmatched[ i ] ) ) {
+			if ( !filter || filter( elem, context, xml ) ) {
+				newUnmatched.push( elem );
+				if ( mapped ) {
+					map.push( i );
+				}
+			}
+		}
+	}
+
+	return newUnmatched;
+}
+
+function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) {
+	if ( postFilter && !postFilter[ expando ] ) {
+		postFilter = setMatcher( postFilter );
+	}
+	if ( postFinder && !postFinder[ expando ] ) {
+		postFinder = setMatcher( postFinder, postSelector );
+	}
+	return markFunction( function( seed, results, context, xml ) {
+		var temp, i, elem,
+			preMap = [],
+			postMap = [],
+			preexisting = results.length,
+
+			// Get initial elements from seed or context
+			elems = seed || multipleContexts(
+				selector || "*",
+				context.nodeType ? [ context ] : context,
+				[]
+			),
+
+			// Prefilter to get matcher input, preserving a map for seed-results synchronization
+			matcherIn = preFilter && ( seed || !selector ) ?
+				condense( elems, preMap, preFilter, context, xml ) :
+				elems,
+
+			matcherOut = matcher ?
+
+				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
+				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
+
+					// ...intermediate processing is necessary
+					[] :
+
+					// ...otherwise use results directly
+					results :
+				matcherIn;
+
+		// Find primary matches
+		if ( matcher ) {
+			matcher( matcherIn, matcherOut, context, xml );
+		}
+
+		// Apply postFilter
+		if ( postFilter ) {
+			temp = condense( matcherOut, postMap );
+			postFilter( temp, [], context, xml );
+
+			// Un-match failing elements by moving them back to matcherIn
+			i = temp.length;
+			while ( i-- ) {
+				if ( ( elem = temp[ i ] ) ) {
+					matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem );
+				}
+			}
+		}
+
+		if ( seed ) {
+			if ( postFinder || preFilter ) {
+				if ( postFinder ) {
+
+					// Get the final matcherOut by condensing this intermediate into postFinder contexts
+					temp = [];
+					i = matcherOut.length;
+					while ( i-- ) {
+						if ( ( elem = matcherOut[ i ] ) ) {
+
+							// Restore matcherIn since elem is not yet a final match
+							temp.push( ( matcherIn[ i ] = elem ) );
+						}
+					}
+					postFinder( null, ( matcherOut = [] ), temp, xml );
+				}
+
+				// Move matched elements from seed to results to keep them synchronized
+				i = matcherOut.length;
+				while ( i-- ) {
+					if ( ( elem = matcherOut[ i ] ) &&
+						( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) {
+
+						seed[ temp ] = !( results[ temp ] = elem );
+					}
+				}
+			}
+
+		// Add elements to results, through postFinder if defined
+		} else {
+			matcherOut = condense(
+				matcherOut === results ?
+					matcherOut.splice( preexisting, matcherOut.length ) :
+					matcherOut
+			);
+			if ( postFinder ) {
+				postFinder( null, results, matcherOut, xml );
+			} else {
+				push.apply( results, matcherOut );
+			}
+		}
+	} );
+}
+
+function matcherFromTokens( tokens ) {
+	var checkContext, matcher, j,
+		len = tokens.length,
+		leadingRelative = Expr.relative[ tokens[ 0 ].type ],
+		implicitRelative = leadingRelative || Expr.relative[ " " ],
+		i = leadingRelative ? 1 : 0,
+
+		// The foundational matcher ensures that elements are reachable from top-level context(s)
+		matchContext = addCombinator( function( elem ) {
+			return elem === checkContext;
+		}, implicitRelative, true ),
+		matchAnyContext = addCombinator( function( elem ) {
+			return indexOf( checkContext, elem ) > -1;
+		}, implicitRelative, true ),
+		matchers = [ function( elem, context, xml ) {
+			var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
+				( checkContext = context ).nodeType ?
+					matchContext( elem, context, xml ) :
+					matchAnyContext( elem, context, xml ) );
+
+			// Avoid hanging onto element (issue #299)
+			checkContext = null;
+			return ret;
+		} ];
+
+	for ( ; i < len; i++ ) {
+		if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) {
+			matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ];
+		} else {
+			matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches );
+
+			// Return special upon seeing a positional matcher
+			if ( matcher[ expando ] ) {
+
+				// Find the next relative operator (if any) for proper handling
+				j = ++i;
+				for ( ; j < len; j++ ) {
+					if ( Expr.relative[ tokens[ j ].type ] ) {
+						break;
+					}
+				}
+				return setMatcher(
+					i > 1 && elementMatcher( matchers ),
+					i > 1 && toSelector(
+
+					// If the preceding token was a descendant combinator, insert an implicit any-element `*`
+					tokens
+						.slice( 0, i - 1 )
+						.concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } )
+					).replace( rtrim, "$1" ),
+					matcher,
+					i < j && matcherFromTokens( tokens.slice( i, j ) ),
+					j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ),
+					j < len && toSelector( tokens )
+				);
+			}
+			matchers.push( matcher );
+		}
+	}
+
+	return elementMatcher( matchers );
+}
+
+function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
+	var bySet = setMatchers.length > 0,
+		byElement = elementMatchers.length > 0,
+		superMatcher = function( seed, context, xml, results, outermost ) {
+			var elem, j, matcher,
+				matchedCount = 0,
+				i = "0",
+				unmatched = seed && [],
+				setMatched = [],
+				contextBackup = outermostContext,
+
+				// We must always have either seed elements or outermost context
+				elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ),
+
+				// Use integer dirruns iff this is the outermost matcher
+				dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ),
+				len = elems.length;
+
+			if ( outermost ) {
+
+				// Support: IE 11+, Edge 17 - 18+
+				// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+				// two documents; shallow comparisons work.
+				// eslint-disable-next-line eqeqeq
+				outermostContext = context == document || context || outermost;
+			}
+
+			// Add elements passing elementMatchers directly to results
+			// Support: IE<9, Safari
+			// Tolerate NodeList properties (IE: "length"; Safari: <number>) matching elements by id
+			for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) {
+				if ( byElement && elem ) {
+					j = 0;
+
+					// Support: IE 11+, Edge 17 - 18+
+					// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+					// two documents; shallow comparisons work.
+					// eslint-disable-next-line eqeqeq
+					if ( !context && elem.ownerDocument != document ) {
+						setDocument( elem );
+						xml = !documentIsHTML;
+					}
+					while ( ( matcher = elementMatchers[ j++ ] ) ) {
+						if ( matcher( elem, context || document, xml ) ) {
+							results.push( elem );
+							break;
+						}
+					}
+					if ( outermost ) {
+						dirruns = dirrunsUnique;
+					}
+				}
+
+				// Track unmatched elements for set filters
+				if ( bySet ) {
+
+					// They will have gone through all possible matchers
+					if ( ( elem = !matcher && elem ) ) {
+						matchedCount--;
+					}
+
+					// Lengthen the array for every element, matched or not
+					if ( seed ) {
+						unmatched.push( elem );
+					}
+				}
+			}
+
+			// `i` is now the count of elements visited above, and adding it to `matchedCount`
+			// makes the latter nonnegative.
+			matchedCount += i;
+
+			// Apply set filters to unmatched elements
+			// NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount`
+			// equals `i`), unless we didn't visit _any_ elements in the above loop because we have
+			// no element matchers and no seed.
+			// Incrementing an initially-string "0" `i` allows `i` to remain a string only in that
+			// case, which will result in a "00" `matchedCount` that differs from `i` but is also
+			// numerically zero.
+			if ( bySet && i !== matchedCount ) {
+				j = 0;
+				while ( ( matcher = setMatchers[ j++ ] ) ) {
+					matcher( unmatched, setMatched, context, xml );
+				}
+
+				if ( seed ) {
+
+					// Reintegrate element matches to eliminate the need for sorting
+					if ( matchedCount > 0 ) {
+						while ( i-- ) {
+							if ( !( unmatched[ i ] || setMatched[ i ] ) ) {
+								setMatched[ i ] = pop.call( results );
+							}
+						}
+					}
+
+					// Discard index placeholder values to get only actual matches
+					setMatched = condense( setMatched );
+				}
+
+				// Add matches to results
+				push.apply( results, setMatched );
+
+				// Seedless set matches succeeding multiple successful matchers stipulate sorting
+				if ( outermost && !seed && setMatched.length > 0 &&
+					( matchedCount + setMatchers.length ) > 1 ) {
+
+					Sizzle.uniqueSort( results );
+				}
+			}
+
+			// Override manipulation of globals by nested matchers
+			if ( outermost ) {
+				dirruns = dirrunsUnique;
+				outermostContext = contextBackup;
+			}
+
+			return unmatched;
+		};
+
+	return bySet ?
+		markFunction( superMatcher ) :
+		superMatcher;
+}
+
+compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
+	var i,
+		setMatchers = [],
+		elementMatchers = [],
+		cached = compilerCache[ selector + " " ];
+
+	if ( !cached ) {
+
+		// Generate a function of recursive functions that can be used to check each element
+		if ( !match ) {
+			match = tokenize( selector );
+		}
+		i = match.length;
+		while ( i-- ) {
+			cached = matcherFromTokens( match[ i ] );
+			if ( cached[ expando ] ) {
+				setMatchers.push( cached );
+			} else {
+				elementMatchers.push( cached );
+			}
+		}
+
+		// Cache the compiled function
+		cached = compilerCache(
+			selector,
+			matcherFromGroupMatchers( elementMatchers, setMatchers )
+		);
+
+		// Save selector and tokenization
+		cached.selector = selector;
+	}
+	return cached;
+};
+
+/**
+ * A low-level selection function that works with Sizzle's compiled
+ *  selector functions
+ * @param {String|Function} selector A selector or a pre-compiled
+ *  selector function built with Sizzle.compile
+ * @param {Element} context
+ * @param {Array} [results]
+ * @param {Array} [seed] A set of elements to match against
+ */
+select = Sizzle.select = function( selector, context, results, seed ) {
+	var i, tokens, token, type, find,
+		compiled = typeof selector === "function" && selector,
+		match = !seed && tokenize( ( selector = compiled.selector || selector ) );
+
+	results = results || [];
+
+	// Try to minimize operations if there is only one selector in the list and no seed
+	// (the latter of which guarantees us context)
+	if ( match.length === 1 ) {
+
+		// Reduce context if the leading compound selector is an ID
+		tokens = match[ 0 ] = match[ 0 ].slice( 0 );
+		if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" &&
+			context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) {
+
+			context = ( Expr.find[ "ID" ]( token.matches[ 0 ]
+				.replace( runescape, funescape ), context ) || [] )[ 0 ];
+			if ( !context ) {
+				return results;
+
+			// Precompiled matchers will still verify ancestry, so step up a level
+			} else if ( compiled ) {
+				context = context.parentNode;
+			}
+
+			selector = selector.slice( tokens.shift().value.length );
+		}
+
+		// Fetch a seed set for right-to-left matching
+		i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length;
+		while ( i-- ) {
+			token = tokens[ i ];
+
+			// Abort if we hit a combinator
+			if ( Expr.relative[ ( type = token.type ) ] ) {
+				break;
+			}
+			if ( ( find = Expr.find[ type ] ) ) {
+
+				// Search, expanding context for leading sibling combinators
+				if ( ( seed = find(
+					token.matches[ 0 ].replace( runescape, funescape ),
+					rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) ||
+						context
+				) ) ) {
+
+					// If seed is empty or no tokens remain, we can return early
+					tokens.splice( i, 1 );
+					selector = seed.length && toSelector( tokens );
+					if ( !selector ) {
+						push.apply( results, seed );
+						return results;
+					}
+
+					break;
+				}
+			}
+		}
+	}
+
+	// Compile and execute a filtering function if one is not provided
+	// Provide `match` to avoid retokenization if we modified the selector above
+	( compiled || compile( selector, match ) )(
+		seed,
+		context,
+		!documentIsHTML,
+		results,
+		!context || rsibling.test( selector ) && testContext( context.parentNode ) || context
+	);
+	return results;
+};
+
+// One-time assignments
+
+// Sort stability
+support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando;
+
+// Support: Chrome 14-35+
+// Always assume duplicates if they aren't passed to the comparison function
+support.detectDuplicates = !!hasDuplicate;
+
+// Initialize against the default document
+setDocument();
+
+// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
+// Detached nodes confoundingly follow *each other*
+support.sortDetached = assert( function( el ) {
+
+	// Should return 1, but returns 4 (following)
+	return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1;
+} );
+
+// Support: IE<8
+// Prevent attribute/property "interpolation"
+// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
+if ( !assert( function( el ) {
+	el.innerHTML = "<a href='#'></a>";
+	return el.firstChild.getAttribute( "href" ) === "#";
+} ) ) {
+	addHandle( "type|href|height|width", function( elem, name, isXML ) {
+		if ( !isXML ) {
+			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
+		}
+	} );
+}
+
+// Support: IE<9
+// Use defaultValue in place of getAttribute("value")
+if ( !support.attributes || !assert( function( el ) {
+	el.innerHTML = "<input/>";
+	el.firstChild.setAttribute( "value", "" );
+	return el.firstChild.getAttribute( "value" ) === "";
+} ) ) {
+	addHandle( "value", function( elem, _name, isXML ) {
+		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
+			return elem.defaultValue;
+		}
+	} );
+}
+
+// Support: IE<9
+// Use getAttributeNode to fetch booleans when getAttribute lies
+if ( !assert( function( el ) {
+	return el.getAttribute( "disabled" ) == null;
+} ) ) {
+	addHandle( booleans, function( elem, name, isXML ) {
+		var val;
+		if ( !isXML ) {
+			return elem[ name ] === true ? name.toLowerCase() :
+				( val = elem.getAttributeNode( name ) ) && val.specified ?
+					val.value :
+					null;
+		}
+	} );
+}
+
+return Sizzle;
+
+} )( window );
+
+
+
+jQuery.find = Sizzle;
+jQuery.expr = Sizzle.selectors;
+
+// Deprecated
+jQuery.expr[ ":" ] = jQuery.expr.pseudos;
+jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort;
+jQuery.text = Sizzle.getText;
+jQuery.isXMLDoc = Sizzle.isXML;
+jQuery.contains = Sizzle.contains;
+jQuery.escapeSelector = Sizzle.escape;
+
+
+
+
+var dir = function( elem, dir, until ) {
+	var matched = [],
+		truncate = until !== undefined;
+
+	while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) {
+		if ( elem.nodeType === 1 ) {
+			if ( truncate && jQuery( elem ).is( until ) ) {
+				break;
+			}
+			matched.push( elem );
+		}
+	}
+	return matched;
+};
+
+
+var siblings = function( n, elem ) {
+	var matched = [];
+
+	for ( ; n; n = n.nextSibling ) {
+		if ( n.nodeType === 1 && n !== elem ) {
+			matched.push( n );
+		}
+	}
+
+	return matched;
+};
+
+
+var rneedsContext = jQuery.expr.match.needsContext;
+
+
+
+function nodeName( elem, name ) {
+
+  return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
+
+};
+var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i );
+
+
+
+// Implement the identical functionality for filter and not
+function winnow( elements, qualifier, not ) {
+	if ( isFunction( qualifier ) ) {
+		return jQuery.grep( elements, function( elem, i ) {
+			return !!qualifier.call( elem, i, elem ) !== not;
+		} );
+	}
+
+	// Single element
+	if ( qualifier.nodeType ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( elem === qualifier ) !== not;
+		} );
+	}
+
+	// Arraylike of elements (jQuery, arguments, Array)
+	if ( typeof qualifier !== "string" ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( indexOf.call( qualifier, elem ) > -1 ) !== not;
+		} );
+	}
+
+	// Filtered directly for both simple and complex selectors
+	return jQuery.filter( qualifier, elements, not );
+}
+
+jQuery.filter = function( expr, elems, not ) {
+	var elem = elems[ 0 ];
+
+	if ( not ) {
+		expr = ":not(" + expr + ")";
+	}
+
+	if ( elems.length === 1 && elem.nodeType === 1 ) {
+		return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : [];
+	}
+
+	return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) {
+		return elem.nodeType === 1;
+	} ) );
+};
+
+jQuery.fn.extend( {
+	find: function( selector ) {
+		var i, ret,
+			len = this.length,
+			self = this;
+
+		if ( typeof selector !== "string" ) {
+			return this.pushStack( jQuery( selector ).filter( function() {
+				for ( i = 0; i < len; i++ ) {
+					if ( jQuery.contains( self[ i ], this ) ) {
+						return true;
+					}
+				}
+			} ) );
+		}
+
+		ret = this.pushStack( [] );
+
+		for ( i = 0; i < len; i++ ) {
+			jQuery.find( selector, self[ i ], ret );
+		}
+
+		return len > 1 ? jQuery.uniqueSort( ret ) : ret;
+	},
+	filter: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], false ) );
+	},
+	not: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], true ) );
+	},
+	is: function( selector ) {
+		return !!winnow(
+			this,
+
+			// If this is a positional/relative selector, check membership in the returned set
+			// so $("p:first").is("p:last") won't return true for a doc with two "p".
+			typeof selector === "string" && rneedsContext.test( selector ) ?
+				jQuery( selector ) :
+				selector || [],
+			false
+		).length;
+	}
+} );
+
+
+// Initialize a jQuery object
+
+
+// A central reference to the root jQuery(document)
+var rootjQuery,
+
+	// A simple way to check for HTML strings
+	// Prioritize #id over <tag> to avoid XSS via location.hash (#9521)
+	// Strict HTML recognition (#11290: must start with <)
+	// Shortcut simple #id case for speed
+	rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/,
+
+	init = jQuery.fn.init = function( selector, context, root ) {
+		var match, elem;
+
+		// HANDLE: $(""), $(null), $(undefined), $(false)
+		if ( !selector ) {
+			return this;
+		}
+
+		// Method init() accepts an alternate rootjQuery
+		// so migrate can support jQuery.sub (gh-2101)
+		root = root || rootjQuery;
+
+		// Handle HTML strings
+		if ( typeof selector === "string" ) {
+			if ( selector[ 0 ] === "<" &&
+				selector[ selector.length - 1 ] === ">" &&
+				selector.length >= 3 ) {
+
+				// Assume that strings that start and end with <> are HTML and skip the regex check
+				match = [ null, selector, null ];
+
+			} else {
+				match = rquickExpr.exec( selector );
+			}
+
+			// Match html or make sure no context is specified for #id
+			if ( match && ( match[ 1 ] || !context ) ) {
+
+				// HANDLE: $(html) -> $(array)
+				if ( match[ 1 ] ) {
+					context = context instanceof jQuery ? context[ 0 ] : context;
+
+					// Option to run scripts is true for back-compat
+					// Intentionally let the error be thrown if parseHTML is not present
+					jQuery.merge( this, jQuery.parseHTML(
+						match[ 1 ],
+						context && context.nodeType ? context.ownerDocument || context : document,
+						true
+					) );
+
+					// HANDLE: $(html, props)
+					if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) {
+						for ( match in context ) {
+
+							// Properties of context are called as methods if possible
+							if ( isFunction( this[ match ] ) ) {
+								this[ match ]( context[ match ] );
+
+							// ...and otherwise set as attributes
+							} else {
+								this.attr( match, context[ match ] );
+							}
+						}
+					}
+
+					return this;
+
+				// HANDLE: $(#id)
+				} else {
+					elem = document.getElementById( match[ 2 ] );
+
+					if ( elem ) {
+
+						// Inject the element directly into the jQuery object
+						this[ 0 ] = elem;
+						this.length = 1;
+					}
+					return this;
+				}
+
+			// HANDLE: $(expr, $(...))
+			} else if ( !context || context.jquery ) {
+				return ( context || root ).find( selector );
+
+			// HANDLE: $(expr, context)
+			// (which is just equivalent to: $(context).find(expr)
+			} else {
+				return this.constructor( context ).find( selector );
+			}
+
+		// HANDLE: $(DOMElement)
+		} else if ( selector.nodeType ) {
+			this[ 0 ] = selector;
+			this.length = 1;
+			return this;
+
+		// HANDLE: $(function)
+		// Shortcut for document ready
+		} else if ( isFunction( selector ) ) {
+			return root.ready !== undefined ?
+				root.ready( selector ) :
+
+				// Execute immediately if ready is not present
+				selector( jQuery );
+		}
+
+		return jQuery.makeArray( selector, this );
+	};
+
+// Give the init function the jQuery prototype for later instantiation
+init.prototype = jQuery.fn;
+
+// Initialize central reference
+rootjQuery = jQuery( document );
+
+
+var rparentsprev = /^(?:parents|prev(?:Until|All))/,
+
+	// Methods guaranteed to produce a unique set when starting from a unique set
+	guaranteedUnique = {
+		children: true,
+		contents: true,
+		next: true,
+		prev: true
+	};
+
+jQuery.fn.extend( {
+	has: function( target ) {
+		var targets = jQuery( target, this ),
+			l = targets.length;
+
+		return this.filter( function() {
+			var i = 0;
+			for ( ; i < l; i++ ) {
+				if ( jQuery.contains( this, targets[ i ] ) ) {
+					return true;
+				}
+			}
+		} );
+	},
+
+	closest: function( selectors, context ) {
+		var cur,
+			i = 0,
+			l = this.length,
+			matched = [],
+			targets = typeof selectors !== "string" && jQuery( selectors );
+
+		// Positional selectors never match, since there's no _selection_ context
+		if ( !rneedsContext.test( selectors ) ) {
+			for ( ; i < l; i++ ) {
+				for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) {
+
+					// Always skip document fragments
+					if ( cur.nodeType < 11 && ( targets ?
+						targets.index( cur ) > -1 :
+
+						// Don't pass non-elements to Sizzle
+						cur.nodeType === 1 &&
+							jQuery.find.matchesSelector( cur, selectors ) ) ) {
+
+						matched.push( cur );
+						break;
+					}
+				}
+			}
+		}
+
+		return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched );
+	},
+
+	// Determine the position of an element within the set
+	index: function( elem ) {
+
+		// No argument, return index in parent
+		if ( !elem ) {
+			return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1;
+		}
+
+		// Index in selector
+		if ( typeof elem === "string" ) {
+			return indexOf.call( jQuery( elem ), this[ 0 ] );
+		}
+
+		// Locate the position of the desired element
+		return indexOf.call( this,
+
+			// If it receives a jQuery object, the first element is used
+			elem.jquery ? elem[ 0 ] : elem
+		);
+	},
+
+	add: function( selector, context ) {
+		return this.pushStack(
+			jQuery.uniqueSort(
+				jQuery.merge( this.get(), jQuery( selector, context ) )
+			)
+		);
+	},
+
+	addBack: function( selector ) {
+		return this.add( selector == null ?
+			this.prevObject : this.prevObject.filter( selector )
+		);
+	}
+} );
+
+function sibling( cur, dir ) {
+	while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {}
+	return cur;
+}
+
+jQuery.each( {
+	parent: function( elem ) {
+		var parent = elem.parentNode;
+		return parent && parent.nodeType !== 11 ? parent : null;
+	},
+	parents: function( elem ) {
+		return dir( elem, "parentNode" );
+	},
+	parentsUntil: function( elem, _i, until ) {
+		return dir( elem, "parentNode", until );
+	},
+	next: function( elem ) {
+		return sibling( elem, "nextSibling" );
+	},
+	prev: function( elem ) {
+		return sibling( elem, "previousSibling" );
+	},
+	nextAll: function( elem ) {
+		return dir( elem, "nextSibling" );
+	},
+	prevAll: function( elem ) {
+		return dir( elem, "previousSibling" );
+	},
+	nextUntil: function( elem, _i, until ) {
+		return dir( elem, "nextSibling", until );
+	},
+	prevUntil: function( elem, _i, until ) {
+		return dir( elem, "previousSibling", until );
+	},
+	siblings: function( elem ) {
+		return siblings( ( elem.parentNode || {} ).firstChild, elem );
+	},
+	children: function( elem ) {
+		return siblings( elem.firstChild );
+	},
+	contents: function( elem ) {
+		if ( elem.contentDocument != null &&
+
+			// Support: IE 11+
+			// <object> elements with no `data` attribute has an object
+			// `contentDocument` with a `null` prototype.
+			getProto( elem.contentDocument ) ) {
+
+			return elem.contentDocument;
+		}
+
+		// Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only
+		// Treat the template element as a regular one in browsers that
+		// don't support it.
+		if ( nodeName( elem, "template" ) ) {
+			elem = elem.content || elem;
+		}
+
+		return jQuery.merge( [], elem.childNodes );
+	}
+}, function( name, fn ) {
+	jQuery.fn[ name ] = function( until, selector ) {
+		var matched = jQuery.map( this, fn, until );
+
+		if ( name.slice( -5 ) !== "Until" ) {
+			selector = until;
+		}
+
+		if ( selector && typeof selector === "string" ) {
+			matched = jQuery.filter( selector, matched );
+		}
+
+		if ( this.length > 1 ) {
+
+			// Remove duplicates
+			if ( !guaranteedUnique[ name ] ) {
+				jQuery.uniqueSort( matched );
+			}
+
+			// Reverse order for parents* and prev-derivatives
+			if ( rparentsprev.test( name ) ) {
+				matched.reverse();
+			}
+		}
+
+		return this.pushStack( matched );
+	};
+} );
+var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g );
+
+
+
+// Convert String-formatted options into Object-formatted ones
+function createOptions( options ) {
+	var object = {};
+	jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) {
+		object[ flag ] = true;
+	} );
+	return object;
+}
+
+/*
+ * Create a callback list using the following parameters:
+ *
+ *	options: an optional list of space-separated options that will change how
+ *			the callback list behaves or a more traditional option object
+ *
+ * By default a callback list will act like an event callback list and can be
+ * "fired" multiple times.
+ *
+ * Possible options:
+ *
+ *	once:			will ensure the callback list can only be fired once (like a Deferred)
+ *
+ *	memory:			will keep track of previous values and will call any callback added
+ *					after the list has been fired right away with the latest "memorized"
+ *					values (like a Deferred)
+ *
+ *	unique:			will ensure a callback can only be added once (no duplicate in the list)
+ *
+ *	stopOnFalse:	interrupt callings when a callback returns false
+ *
+ */
+jQuery.Callbacks = function( options ) {
+
+	// Convert options from String-formatted to Object-formatted if needed
+	// (we check in cache first)
+	options = typeof options === "string" ?
+		createOptions( options ) :
+		jQuery.extend( {}, options );
+
+	var // Flag to know if list is currently firing
+		firing,
+
+		// Last fire value for non-forgettable lists
+		memory,
+
+		// Flag to know if list was already fired
+		fired,
+
+		// Flag to prevent firing
+		locked,
+
+		// Actual callback list
+		list = [],
+
+		// Queue of execution data for repeatable lists
+		queue = [],
+
+		// Index of currently firing callback (modified by add/remove as needed)
+		firingIndex = -1,
+
+		// Fire callbacks
+		fire = function() {
+
+			// Enforce single-firing
+			locked = locked || options.once;
+
+			// Execute callbacks for all pending executions,
+			// respecting firingIndex overrides and runtime changes
+			fired = firing = true;
+			for ( ; queue.length; firingIndex = -1 ) {
+				memory = queue.shift();
+				while ( ++firingIndex < list.length ) {
+
+					// Run callback and check for early termination
+					if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false &&
+						options.stopOnFalse ) {
+
+						// Jump to end and forget the data so .add doesn't re-fire
+						firingIndex = list.length;
+						memory = false;
+					}
+				}
+			}
+
+			// Forget the data if we're done with it
+			if ( !options.memory ) {
+				memory = false;
+			}
+
+			firing = false;
+
+			// Clean up if we're done firing for good
+			if ( locked ) {
+
+				// Keep an empty list if we have data for future add calls
+				if ( memory ) {
+					list = [];
+
+				// Otherwise, this object is spent
+				} else {
+					list = "";
+				}
+			}
+		},
+
+		// Actual Callbacks object
+		self = {
+
+			// Add a callback or a collection of callbacks to the list
+			add: function() {
+				if ( list ) {
+
+					// If we have memory from a past run, we should fire after adding
+					if ( memory && !firing ) {
+						firingIndex = list.length - 1;
+						queue.push( memory );
+					}
+
+					( function add( args ) {
+						jQuery.each( args, function( _, arg ) {
+							if ( isFunction( arg ) ) {
+								if ( !options.unique || !self.has( arg ) ) {
+									list.push( arg );
+								}
+							} else if ( arg && arg.length && toType( arg ) !== "string" ) {
+
+								// Inspect recursively
+								add( arg );
+							}
+						} );
+					} )( arguments );
+
+					if ( memory && !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Remove a callback from the list
+			remove: function() {
+				jQuery.each( arguments, function( _, arg ) {
+					var index;
+					while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) {
+						list.splice( index, 1 );
+
+						// Handle firing indexes
+						if ( index <= firingIndex ) {
+							firingIndex--;
+						}
+					}
+				} );
+				return this;
+			},
+
+			// Check if a given callback is in the list.
+			// If no argument is given, return whether or not list has callbacks attached.
+			has: function( fn ) {
+				return fn ?
+					jQuery.inArray( fn, list ) > -1 :
+					list.length > 0;
+			},
+
+			// Remove all callbacks from the list
+			empty: function() {
+				if ( list ) {
+					list = [];
+				}
+				return this;
+			},
+
+			// Disable .fire and .add
+			// Abort any current/pending executions
+			// Clear all callbacks and values
+			disable: function() {
+				locked = queue = [];
+				list = memory = "";
+				return this;
+			},
+			disabled: function() {
+				return !list;
+			},
+
+			// Disable .fire
+			// Also disable .add unless we have memory (since it would have no effect)
+			// Abort any pending executions
+			lock: function() {
+				locked = queue = [];
+				if ( !memory && !firing ) {
+					list = memory = "";
+				}
+				return this;
+			},
+			locked: function() {
+				return !!locked;
+			},
+
+			// Call all callbacks with the given context and arguments
+			fireWith: function( context, args ) {
+				if ( !locked ) {
+					args = args || [];
+					args = [ context, args.slice ? args.slice() : args ];
+					queue.push( args );
+					if ( !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Call all the callbacks with the given arguments
+			fire: function() {
+				self.fireWith( this, arguments );
+				return this;
+			},
+
+			// To know if the callbacks have already been called at least once
+			fired: function() {
+				return !!fired;
+			}
+		};
+
+	return self;
+};
+
+
+function Identity( v ) {
+	return v;
+}
+function Thrower( ex ) {
+	throw ex;
+}
+
+function adoptValue( value, resolve, reject, noValue ) {
+	var method;
+
+	try {
+
+		// Check for promise aspect first to privilege synchronous behavior
+		if ( value && isFunction( ( method = value.promise ) ) ) {
+			method.call( value ).done( resolve ).fail( reject );
+
+		// Other thenables
+		} else if ( value && isFunction( ( method = value.then ) ) ) {
+			method.call( value, resolve, reject );
+
+		// Other non-thenables
+		} else {
+
+			// Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer:
+			// * false: [ value ].slice( 0 ) => resolve( value )
+			// * true: [ value ].slice( 1 ) => resolve()
+			resolve.apply( undefined, [ value ].slice( noValue ) );
+		}
+
+	// For Promises/A+, convert exceptions into rejections
+	// Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in
+	// Deferred#then to conditionally suppress rejection.
+	} catch ( value ) {
+
+		// Support: Android 4.0 only
+		// Strict mode functions invoked without .call/.apply get global-object context
+		reject.apply( undefined, [ value ] );
+	}
+}
+
+jQuery.extend( {
+
+	Deferred: function( func ) {
+		var tuples = [
+
+				// action, add listener, callbacks,
+				// ... .then handlers, argument index, [final state]
+				[ "notify", "progress", jQuery.Callbacks( "memory" ),
+					jQuery.Callbacks( "memory" ), 2 ],
+				[ "resolve", "done", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 0, "resolved" ],
+				[ "reject", "fail", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 1, "rejected" ]
+			],
+			state = "pending",
+			promise = {
+				state: function() {
+					return state;
+				},
+				always: function() {
+					deferred.done( arguments ).fail( arguments );
+					return this;
+				},
+				"catch": function( fn ) {
+					return promise.then( null, fn );
+				},
+
+				// Keep pipe for back-compat
+				pipe: function( /* fnDone, fnFail, fnProgress */ ) {
+					var fns = arguments;
+
+					return jQuery.Deferred( function( newDefer ) {
+						jQuery.each( tuples, function( _i, tuple ) {
+
+							// Map tuples (progress, done, fail) to arguments (done, fail, progress)
+							var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ];
+
+							// deferred.progress(function() { bind to newDefer or newDefer.notify })
+							// deferred.done(function() { bind to newDefer or newDefer.resolve })
+							// deferred.fail(function() { bind to newDefer or newDefer.reject })
+							deferred[ tuple[ 1 ] ]( function() {
+								var returned = fn && fn.apply( this, arguments );
+								if ( returned && isFunction( returned.promise ) ) {
+									returned.promise()
+										.progress( newDefer.notify )
+										.done( newDefer.resolve )
+										.fail( newDefer.reject );
+								} else {
+									newDefer[ tuple[ 0 ] + "With" ](
+										this,
+										fn ? [ returned ] : arguments
+									);
+								}
+							} );
+						} );
+						fns = null;
+					} ).promise();
+				},
+				then: function( onFulfilled, onRejected, onProgress ) {
+					var maxDepth = 0;
+					function resolve( depth, deferred, handler, special ) {
+						return function() {
+							var that = this,
+								args = arguments,
+								mightThrow = function() {
+									var returned, then;
+
+									// Support: Promises/A+ section 2.3.3.3.3
+									// https://promisesaplus.com/#point-59
+									// Ignore double-resolution attempts
+									if ( depth < maxDepth ) {
+										return;
+									}
+
+									returned = handler.apply( that, args );
+
+									// Support: Promises/A+ section 2.3.1
+									// https://promisesaplus.com/#point-48
+									if ( returned === deferred.promise() ) {
+										throw new TypeError( "Thenable self-resolution" );
+									}
+
+									// Support: Promises/A+ sections 2.3.3.1, 3.5
+									// https://promisesaplus.com/#point-54
+									// https://promisesaplus.com/#point-75
+									// Retrieve `then` only once
+									then = returned &&
+
+										// Support: Promises/A+ section 2.3.4
+										// https://promisesaplus.com/#point-64
+										// Only check objects and functions for thenability
+										( typeof returned === "object" ||
+											typeof returned === "function" ) &&
+										returned.then;
+
+									// Handle a returned thenable
+									if ( isFunction( then ) ) {
+
+										// Special processors (notify) just wait for resolution
+										if ( special ) {
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special )
+											);
+
+										// Normal processors (resolve) also hook into progress
+										} else {
+
+											// ...and disregard older resolution values
+											maxDepth++;
+
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special ),
+												resolve( maxDepth, deferred, Identity,
+													deferred.notifyWith )
+											);
+										}
+
+									// Handle all other returned values
+									} else {
+
+										// Only substitute handlers pass on context
+										// and multiple values (non-spec behavior)
+										if ( handler !== Identity ) {
+											that = undefined;
+											args = [ returned ];
+										}
+
+										// Process the value(s)
+										// Default process is resolve
+										( special || deferred.resolveWith )( that, args );
+									}
+								},
+
+								// Only normal processors (resolve) catch and reject exceptions
+								process = special ?
+									mightThrow :
+									function() {
+										try {
+											mightThrow();
+										} catch ( e ) {
+
+											if ( jQuery.Deferred.exceptionHook ) {
+												jQuery.Deferred.exceptionHook( e,
+													process.stackTrace );
+											}
+
+											// Support: Promises/A+ section 2.3.3.3.4.1
+											// https://promisesaplus.com/#point-61
+											// Ignore post-resolution exceptions
+											if ( depth + 1 >= maxDepth ) {
+
+												// Only substitute handlers pass on context
+												// and multiple values (non-spec behavior)
+												if ( handler !== Thrower ) {
+													that = undefined;
+													args = [ e ];
+												}
+
+												deferred.rejectWith( that, args );
+											}
+										}
+									};
+
+							// Support: Promises/A+ section 2.3.3.3.1
+							// https://promisesaplus.com/#point-57
+							// Re-resolve promises immediately to dodge false rejection from
+							// subsequent errors
+							if ( depth ) {
+								process();
+							} else {
+
+								// Call an optional hook to record the stack, in case of exception
+								// since it's otherwise lost when execution goes async
+								if ( jQuery.Deferred.getStackHook ) {
+									process.stackTrace = jQuery.Deferred.getStackHook();
+								}
+								window.setTimeout( process );
+							}
+						};
+					}
+
+					return jQuery.Deferred( function( newDefer ) {
+
+						// progress_handlers.add( ... )
+						tuples[ 0 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onProgress ) ?
+									onProgress :
+									Identity,
+								newDefer.notifyWith
+							)
+						);
+
+						// fulfilled_handlers.add( ... )
+						tuples[ 1 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onFulfilled ) ?
+									onFulfilled :
+									Identity
+							)
+						);
+
+						// rejected_handlers.add( ... )
+						tuples[ 2 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onRejected ) ?
+									onRejected :
+									Thrower
+							)
+						);
+					} ).promise();
+				},
+
+				// Get a promise for this deferred
+				// If obj is provided, the promise aspect is added to the object
+				promise: function( obj ) {
+					return obj != null ? jQuery.extend( obj, promise ) : promise;
+				}
+			},
+			deferred = {};
+
+		// Add list-specific methods
+		jQuery.each( tuples, function( i, tuple ) {
+			var list = tuple[ 2 ],
+				stateString = tuple[ 5 ];
+
+			// promise.progress = list.add
+			// promise.done = list.add
+			// promise.fail = list.add
+			promise[ tuple[ 1 ] ] = list.add;
+
+			// Handle state
+			if ( stateString ) {
+				list.add(
+					function() {
+
+						// state = "resolved" (i.e., fulfilled)
+						// state = "rejected"
+						state = stateString;
+					},
+
+					// rejected_callbacks.disable
+					// fulfilled_callbacks.disable
+					tuples[ 3 - i ][ 2 ].disable,
+
+					// rejected_handlers.disable
+					// fulfilled_handlers.disable
+					tuples[ 3 - i ][ 3 ].disable,
+
+					// progress_callbacks.lock
+					tuples[ 0 ][ 2 ].lock,
+
+					// progress_handlers.lock
+					tuples[ 0 ][ 3 ].lock
+				);
+			}
+
+			// progress_handlers.fire
+			// fulfilled_handlers.fire
+			// rejected_handlers.fire
+			list.add( tuple[ 3 ].fire );
+
+			// deferred.notify = function() { deferred.notifyWith(...) }
+			// deferred.resolve = function() { deferred.resolveWith(...) }
+			// deferred.reject = function() { deferred.rejectWith(...) }
+			deferred[ tuple[ 0 ] ] = function() {
+				deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments );
+				return this;
+			};
+
+			// deferred.notifyWith = list.fireWith
+			// deferred.resolveWith = list.fireWith
+			// deferred.rejectWith = list.fireWith
+			deferred[ tuple[ 0 ] + "With" ] = list.fireWith;
+		} );
+
+		// Make the deferred a promise
+		promise.promise( deferred );
+
+		// Call given func if any
+		if ( func ) {
+			func.call( deferred, deferred );
+		}
+
+		// All done!
+		return deferred;
+	},
+
+	// Deferred helper
+	when: function( singleValue ) {
+		var
+
+			// count of uncompleted subordinates
+			remaining = arguments.length,
+
+			// count of unprocessed arguments
+			i = remaining,
+
+			// subordinate fulfillment data
+			resolveContexts = Array( i ),
+			resolveValues = slice.call( arguments ),
+
+			// the master Deferred
+			master = jQuery.Deferred(),
+
+			// subordinate callback factory
+			updateFunc = function( i ) {
+				return function( value ) {
+					resolveContexts[ i ] = this;
+					resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
+					if ( !( --remaining ) ) {
+						master.resolveWith( resolveContexts, resolveValues );
+					}
+				};
+			};
+
+		// Single- and empty arguments are adopted like Promise.resolve
+		if ( remaining <= 1 ) {
+			adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject,
+				!remaining );
+
+			// Use .then() to unwrap secondary thenables (cf. gh-3000)
+			if ( master.state() === "pending" ||
+				isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) {
+
+				return master.then();
+			}
+		}
+
+		// Multiple arguments are aggregated like Promise.all array elements
+		while ( i-- ) {
+			adoptValue( resolveValues[ i ], updateFunc( i ), master.reject );
+		}
+
+		return master.promise();
+	}
+} );
+
+
+// These usually indicate a programmer mistake during development,
+// warn about them ASAP rather than swallowing them by default.
+var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/;
+
+jQuery.Deferred.exceptionHook = function( error, stack ) {
+
+	// Support: IE 8 - 9 only
+	// Console exists when dev tools are open, which can happen at any time
+	if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) {
+		window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack );
+	}
+};
+
+
+
+
+jQuery.readyException = function( error ) {
+	window.setTimeout( function() {
+		throw error;
+	} );
+};
+
+
+
+
+// The deferred used on DOM ready
+var readyList = jQuery.Deferred();
+
+jQuery.fn.ready = function( fn ) {
+
+	readyList
+		.then( fn )
+
+		// Wrap jQuery.readyException in a function so that the lookup
+		// happens at the time of error handling instead of callback
+		// registration.
+		.catch( function( error ) {
+			jQuery.readyException( error );
+		} );
+
+	return this;
+};
+
+jQuery.extend( {
+
+	// Is the DOM ready to be used? Set to true once it occurs.
+	isReady: false,
+
+	// A counter to track how many items to wait for before
+	// the ready event fires. See #6781
+	readyWait: 1,
+
+	// Handle when the DOM is ready
+	ready: function( wait ) {
+
+		// Abort if there are pending holds or we're already ready
+		if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) {
+			return;
+		}
+
+		// Remember that the DOM is ready
+		jQuery.isReady = true;
+
+		// If a normal DOM Ready event fired, decrement, and wait if need be
+		if ( wait !== true && --jQuery.readyWait > 0 ) {
+			return;
+		}
+
+		// If there are functions bound, to execute
+		readyList.resolveWith( document, [ jQuery ] );
+	}
+} );
+
+jQuery.ready.then = readyList.then;
+
+// The ready event handler and self cleanup method
+function completed() {
+	document.removeEventListener( "DOMContentLoaded", completed );
+	window.removeEventListener( "load", completed );
+	jQuery.ready();
+}
+
+// Catch cases where $(document).ready() is called
+// after the browser event has already occurred.
+// Support: IE <=9 - 10 only
+// Older IE sometimes signals "interactive" too soon
+if ( document.readyState === "complete" ||
+	( document.readyState !== "loading" && !document.documentElement.doScroll ) ) {
+
+	// Handle it asynchronously to allow scripts the opportunity to delay ready
+	window.setTimeout( jQuery.ready );
+
+} else {
+
+	// Use the handy event callback
+	document.addEventListener( "DOMContentLoaded", completed );
+
+	// A fallback to window.onload, that will always work
+	window.addEventListener( "load", completed );
+}
+
+
+
+
+// Multifunctional method to get and set values of a collection
+// The value/s can optionally be executed if it's a function
+var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
+	var i = 0,
+		len = elems.length,
+		bulk = key == null;
+
+	// Sets many values
+	if ( toType( key ) === "object" ) {
+		chainable = true;
+		for ( i in key ) {
+			access( elems, fn, i, key[ i ], true, emptyGet, raw );
+		}
+
+	// Sets one value
+	} else if ( value !== undefined ) {
+		chainable = true;
+
+		if ( !isFunction( value ) ) {
+			raw = true;
+		}
+
+		if ( bulk ) {
+
+			// Bulk operations run against the entire set
+			if ( raw ) {
+				fn.call( elems, value );
+				fn = null;
+
+			// ...except when executing function values
+			} else {
+				bulk = fn;
+				fn = function( elem, _key, value ) {
+					return bulk.call( jQuery( elem ), value );
+				};
+			}
+		}
+
+		if ( fn ) {
+			for ( ; i < len; i++ ) {
+				fn(
+					elems[ i ], key, raw ?
+					value :
+					value.call( elems[ i ], i, fn( elems[ i ], key ) )
+				);
+			}
+		}
+	}
+
+	if ( chainable ) {
+		return elems;
+	}
+
+	// Gets
+	if ( bulk ) {
+		return fn.call( elems );
+	}
+
+	return len ? fn( elems[ 0 ], key ) : emptyGet;
+};
+
+
+// Matches dashed string for camelizing
+var rmsPrefix = /^-ms-/,
+	rdashAlpha = /-([a-z])/g;
+
+// Used by camelCase as callback to replace()
+function fcamelCase( _all, letter ) {
+	return letter.toUpperCase();
+}
+
+// Convert dashed to camelCase; used by the css and data modules
+// Support: IE <=9 - 11, Edge 12 - 15
+// Microsoft forgot to hump their vendor prefix (#9572)
+function camelCase( string ) {
+	return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase );
+}
+var acceptData = function( owner ) {
+
+	// Accepts only:
+	//  - Node
+	//    - Node.ELEMENT_NODE
+	//    - Node.DOCUMENT_NODE
+	//  - Object
+	//    - Any
+	return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType );
+};
+
+
+
+
+function Data() {
+	this.expando = jQuery.expando + Data.uid++;
+}
+
+Data.uid = 1;
+
+Data.prototype = {
+
+	cache: function( owner ) {
+
+		// Check if the owner object already has a cache
+		var value = owner[ this.expando ];
+
+		// If not, create one
+		if ( !value ) {
+			value = {};
+
+			// We can accept data for non-element nodes in modern browsers,
+			// but we should not, see #8335.
+			// Always return an empty object.
+			if ( acceptData( owner ) ) {
+
+				// If it is a node unlikely to be stringify-ed or looped over
+				// use plain assignment
+				if ( owner.nodeType ) {
+					owner[ this.expando ] = value;
+
+				// Otherwise secure it in a non-enumerable property
+				// configurable must be true to allow the property to be
+				// deleted when data is removed
+				} else {
+					Object.defineProperty( owner, this.expando, {
+						value: value,
+						configurable: true
+					} );
+				}
+			}
+		}
+
+		return value;
+	},
+	set: function( owner, data, value ) {
+		var prop,
+			cache = this.cache( owner );
+
+		// Handle: [ owner, key, value ] args
+		// Always use camelCase key (gh-2257)
+		if ( typeof data === "string" ) {
+			cache[ camelCase( data ) ] = value;
+
+		// Handle: [ owner, { properties } ] args
+		} else {
+
+			// Copy the properties one-by-one to the cache object
+			for ( prop in data ) {
+				cache[ camelCase( prop ) ] = data[ prop ];
+			}
+		}
+		return cache;
+	},
+	get: function( owner, key ) {
+		return key === undefined ?
+			this.cache( owner ) :
+
+			// Always use camelCase key (gh-2257)
+			owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ];
+	},
+	access: function( owner, key, value ) {
+
+		// In cases where either:
+		//
+		//   1. No key was specified
+		//   2. A string key was specified, but no value provided
+		//
+		// Take the "read" path and allow the get method to determine
+		// which value to return, respectively either:
+		//
+		//   1. The entire cache object
+		//   2. The data stored at the key
+		//
+		if ( key === undefined ||
+				( ( key && typeof key === "string" ) && value === undefined ) ) {
+
+			return this.get( owner, key );
+		}
+
+		// When the key is not a string, or both a key and value
+		// are specified, set or extend (existing objects) with either:
+		//
+		//   1. An object of properties
+		//   2. A key and value
+		//
+		this.set( owner, key, value );
+
+		// Since the "set" path can have two possible entry points
+		// return the expected data based on which path was taken[*]
+		return value !== undefined ? value : key;
+	},
+	remove: function( owner, key ) {
+		var i,
+			cache = owner[ this.expando ];
+
+		if ( cache === undefined ) {
+			return;
+		}
+
+		if ( key !== undefined ) {
+
+			// Support array or space separated string of keys
+			if ( Array.isArray( key ) ) {
+
+				// If key is an array of keys...
+				// We always set camelCase keys, so remove that.
+				key = key.map( camelCase );
+			} else {
+				key = camelCase( key );
+
+				// If a key with the spaces exists, use it.
+				// Otherwise, create an array by matching non-whitespace
+				key = key in cache ?
+					[ key ] :
+					( key.match( rnothtmlwhite ) || [] );
+			}
+
+			i = key.length;
+
+			while ( i-- ) {
+				delete cache[ key[ i ] ];
+			}
+		}
+
+		// Remove the expando if there's no more data
+		if ( key === undefined || jQuery.isEmptyObject( cache ) ) {
+
+			// Support: Chrome <=35 - 45
+			// Webkit & Blink performance suffers when deleting properties
+			// from DOM nodes, so set to undefined instead
+			// https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted)
+			if ( owner.nodeType ) {
+				owner[ this.expando ] = undefined;
+			} else {
+				delete owner[ this.expando ];
+			}
+		}
+	},
+	hasData: function( owner ) {
+		var cache = owner[ this.expando ];
+		return cache !== undefined && !jQuery.isEmptyObject( cache );
+	}
+};
+var dataPriv = new Data();
+
+var dataUser = new Data();
+
+
+
+//	Implementation Summary
+//
+//	1. Enforce API surface and semantic compatibility with 1.9.x branch
+//	2. Improve the module's maintainability by reducing the storage
+//		paths to a single mechanism.
+//	3. Use the same single mechanism to support "private" and "user" data.
+//	4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData)
+//	5. Avoid exposing implementation details on user objects (eg. expando properties)
+//	6. Provide a clear path for implementation upgrade to WeakMap in 2014
+
+var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,
+	rmultiDash = /[A-Z]/g;
+
+function getData( data ) {
+	if ( data === "true" ) {
+		return true;
+	}
+
+	if ( data === "false" ) {
+		return false;
+	}
+
+	if ( data === "null" ) {
+		return null;
+	}
+
+	// Only convert to a number if it doesn't change the string
+	if ( data === +data + "" ) {
+		return +data;
+	}
+
+	if ( rbrace.test( data ) ) {
+		return JSON.parse( data );
+	}
+
+	return data;
+}
+
+function dataAttr( elem, key, data ) {
+	var name;
+
+	// If nothing was found internally, try to fetch any
+	// data from the HTML5 data-* attribute
+	if ( data === undefined && elem.nodeType === 1 ) {
+		name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase();
+		data = elem.getAttribute( name );
+
+		if ( typeof data === "string" ) {
+			try {
+				data = getData( data );
+			} catch ( e ) {}
+
+			// Make sure we set the data so it isn't changed later
+			dataUser.set( elem, key, data );
+		} else {
+			data = undefined;
+		}
+	}
+	return data;
+}
+
+jQuery.extend( {
+	hasData: function( elem ) {
+		return dataUser.hasData( elem ) || dataPriv.hasData( elem );
+	},
+
+	data: function( elem, name, data ) {
+		return dataUser.access( elem, name, data );
+	},
+
+	removeData: function( elem, name ) {
+		dataUser.remove( elem, name );
+	},
+
+	// TODO: Now that all calls to _data and _removeData have been replaced
+	// with direct calls to dataPriv methods, these can be deprecated.
+	_data: function( elem, name, data ) {
+		return dataPriv.access( elem, name, data );
+	},
+
+	_removeData: function( elem, name ) {
+		dataPriv.remove( elem, name );
+	}
+} );
+
+jQuery.fn.extend( {
+	data: function( key, value ) {
+		var i, name, data,
+			elem = this[ 0 ],
+			attrs = elem && elem.attributes;
+
+		// Gets all values
+		if ( key === undefined ) {
+			if ( this.length ) {
+				data = dataUser.get( elem );
+
+				if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) {
+					i = attrs.length;
+					while ( i-- ) {
+
+						// Support: IE 11 only
+						// The attrs elements can be null (#14894)
+						if ( attrs[ i ] ) {
+							name = attrs[ i ].name;
+							if ( name.indexOf( "data-" ) === 0 ) {
+								name = camelCase( name.slice( 5 ) );
+								dataAttr( elem, name, data[ name ] );
+							}
+						}
+					}
+					dataPriv.set( elem, "hasDataAttrs", true );
+				}
+			}
+
+			return data;
+		}
+
+		// Sets multiple values
+		if ( typeof key === "object" ) {
+			return this.each( function() {
+				dataUser.set( this, key );
+			} );
+		}
+
+		return access( this, function( value ) {
+			var data;
+
+			// The calling jQuery object (element matches) is not empty
+			// (and therefore has an element appears at this[ 0 ]) and the
+			// `value` parameter was not undefined. An empty jQuery object
+			// will result in `undefined` for elem = this[ 0 ] which will
+			// throw an exception if an attempt to read a data cache is made.
+			if ( elem && value === undefined ) {
+
+				// Attempt to get data from the cache
+				// The key will always be camelCased in Data
+				data = dataUser.get( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// Attempt to "discover" the data in
+				// HTML5 custom data-* attrs
+				data = dataAttr( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// We tried really hard, but the data doesn't exist.
+				return;
+			}
+
+			// Set the data...
+			this.each( function() {
+
+				// We always store the camelCased key
+				dataUser.set( this, key, value );
+			} );
+		}, null, value, arguments.length > 1, null, true );
+	},
+
+	removeData: function( key ) {
+		return this.each( function() {
+			dataUser.remove( this, key );
+		} );
+	}
+} );
+
+
+jQuery.extend( {
+	queue: function( elem, type, data ) {
+		var queue;
+
+		if ( elem ) {
+			type = ( type || "fx" ) + "queue";
+			queue = dataPriv.get( elem, type );
+
+			// Speed up dequeue by getting out quickly if this is just a lookup
+			if ( data ) {
+				if ( !queue || Array.isArray( data ) ) {
+					queue = dataPriv.access( elem, type, jQuery.makeArray( data ) );
+				} else {
+					queue.push( data );
+				}
+			}
+			return queue || [];
+		}
+	},
+
+	dequeue: function( elem, type ) {
+		type = type || "fx";
+
+		var queue = jQuery.queue( elem, type ),
+			startLength = queue.length,
+			fn = queue.shift(),
+			hooks = jQuery._queueHooks( elem, type ),
+			next = function() {
+				jQuery.dequeue( elem, type );
+			};
+
+		// If the fx queue is dequeued, always remove the progress sentinel
+		if ( fn === "inprogress" ) {
+			fn = queue.shift();
+			startLength--;
+		}
+
+		if ( fn ) {
+
+			// Add a progress sentinel to prevent the fx queue from being
+			// automatically dequeued
+			if ( type === "fx" ) {
+				queue.unshift( "inprogress" );
+			}
+
+			// Clear up the last queue stop function
+			delete hooks.stop;
+			fn.call( elem, next, hooks );
+		}
+
+		if ( !startLength && hooks ) {
+			hooks.empty.fire();
+		}
+	},
+
+	// Not public - generate a queueHooks object, or return the current one
+	_queueHooks: function( elem, type ) {
+		var key = type + "queueHooks";
+		return dataPriv.get( elem, key ) || dataPriv.access( elem, key, {
+			empty: jQuery.Callbacks( "once memory" ).add( function() {
+				dataPriv.remove( elem, [ type + "queue", key ] );
+			} )
+		} );
+	}
+} );
+
+jQuery.fn.extend( {
+	queue: function( type, data ) {
+		var setter = 2;
+
+		if ( typeof type !== "string" ) {
+			data = type;
+			type = "fx";
+			setter--;
+		}
+
+		if ( arguments.length < setter ) {
+			return jQuery.queue( this[ 0 ], type );
+		}
+
+		return data === undefined ?
+			this :
+			this.each( function() {
+				var queue = jQuery.queue( this, type, data );
+
+				// Ensure a hooks for this queue
+				jQuery._queueHooks( this, type );
+
+				if ( type === "fx" && queue[ 0 ] !== "inprogress" ) {
+					jQuery.dequeue( this, type );
+				}
+			} );
+	},
+	dequeue: function( type ) {
+		return this.each( function() {
+			jQuery.dequeue( this, type );
+		} );
+	},
+	clearQueue: function( type ) {
+		return this.queue( type || "fx", [] );
+	},
+
+	// Get a promise resolved when queues of a certain type
+	// are emptied (fx is the type by default)
+	promise: function( type, obj ) {
+		var tmp,
+			count = 1,
+			defer = jQuery.Deferred(),
+			elements = this,
+			i = this.length,
+			resolve = function() {
+				if ( !( --count ) ) {
+					defer.resolveWith( elements, [ elements ] );
+				}
+			};
+
+		if ( typeof type !== "string" ) {
+			obj = type;
+			type = undefined;
+		}
+		type = type || "fx";
+
+		while ( i-- ) {
+			tmp = dataPriv.get( elements[ i ], type + "queueHooks" );
+			if ( tmp && tmp.empty ) {
+				count++;
+				tmp.empty.add( resolve );
+			}
+		}
+		resolve();
+		return defer.promise( obj );
+	}
+} );
+var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source;
+
+var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" );
+
+
+var cssExpand = [ "Top", "Right", "Bottom", "Left" ];
+
+var documentElement = document.documentElement;
+
+
+
+	var isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem );
+		},
+		composed = { composed: true };
+
+	// Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only
+	// Check attachment across shadow DOM boundaries when possible (gh-3504)
+	// Support: iOS 10.0-10.2 only
+	// Early iOS 10 versions support `attachShadow` but not `getRootNode`,
+	// leading to errors. We need to check for `getRootNode`.
+	if ( documentElement.getRootNode ) {
+		isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem ) ||
+				elem.getRootNode( composed ) === elem.ownerDocument;
+		};
+	}
+var isHiddenWithinTree = function( elem, el ) {
+
+		// isHiddenWithinTree might be called from jQuery#filter function;
+		// in that case, element will be second argument
+		elem = el || elem;
+
+		// Inline style trumps all
+		return elem.style.display === "none" ||
+			elem.style.display === "" &&
+
+			// Otherwise, check computed style
+			// Support: Firefox <=43 - 45
+			// Disconnected elements can have computed display: none, so first confirm that elem is
+			// in the document.
+			isAttached( elem ) &&
+
+			jQuery.css( elem, "display" ) === "none";
+	};
+
+
+
+function adjustCSS( elem, prop, valueParts, tween ) {
+	var adjusted, scale,
+		maxIterations = 20,
+		currentValue = tween ?
+			function() {
+				return tween.cur();
+			} :
+			function() {
+				return jQuery.css( elem, prop, "" );
+			},
+		initial = currentValue(),
+		unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ),
+
+		// Starting value computation is required for potential unit mismatches
+		initialInUnit = elem.nodeType &&
+			( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) &&
+			rcssNum.exec( jQuery.css( elem, prop ) );
+
+	if ( initialInUnit && initialInUnit[ 3 ] !== unit ) {
+
+		// Support: Firefox <=54
+		// Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144)
+		initial = initial / 2;
+
+		// Trust units reported by jQuery.css
+		unit = unit || initialInUnit[ 3 ];
+
+		// Iteratively approximate from a nonzero starting point
+		initialInUnit = +initial || 1;
+
+		while ( maxIterations-- ) {
+
+			// Evaluate and update our best guess (doubling guesses that zero out).
+			// Finish if the scale equals or crosses 1 (making the old*new product non-positive).
+			jQuery.style( elem, prop, initialInUnit + unit );
+			if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) {
+				maxIterations = 0;
+			}
+			initialInUnit = initialInUnit / scale;
+
+		}
+
+		initialInUnit = initialInUnit * 2;
+		jQuery.style( elem, prop, initialInUnit + unit );
+
+		// Make sure we update the tween properties later on
+		valueParts = valueParts || [];
+	}
+
+	if ( valueParts ) {
+		initialInUnit = +initialInUnit || +initial || 0;
+
+		// Apply relative offset (+=/-=) if specified
+		adjusted = valueParts[ 1 ] ?
+			initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] :
+			+valueParts[ 2 ];
+		if ( tween ) {
+			tween.unit = unit;
+			tween.start = initialInUnit;
+			tween.end = adjusted;
+		}
+	}
+	return adjusted;
+}
+
+
+var defaultDisplayMap = {};
+
+function getDefaultDisplay( elem ) {
+	var temp,
+		doc = elem.ownerDocument,
+		nodeName = elem.nodeName,
+		display = defaultDisplayMap[ nodeName ];
+
+	if ( display ) {
+		return display;
+	}
+
+	temp = doc.body.appendChild( doc.createElement( nodeName ) );
+	display = jQuery.css( temp, "display" );
+
+	temp.parentNode.removeChild( temp );
+
+	if ( display === "none" ) {
+		display = "block";
+	}
+	defaultDisplayMap[ nodeName ] = display;
+
+	return display;
+}
+
+function showHide( elements, show ) {
+	var display, elem,
+		values = [],
+		index = 0,
+		length = elements.length;
+
+	// Determine new display value for elements that need to change
+	for ( ; index < length; index++ ) {
+		elem = elements[ index ];
+		if ( !elem.style ) {
+			continue;
+		}
+
+		display = elem.style.display;
+		if ( show ) {
+
+			// Since we force visibility upon cascade-hidden elements, an immediate (and slow)
+			// check is required in this first loop unless we have a nonempty display value (either
+			// inline or about-to-be-restored)
+			if ( display === "none" ) {
+				values[ index ] = dataPriv.get( elem, "display" ) || null;
+				if ( !values[ index ] ) {
+					elem.style.display = "";
+				}
+			}
+			if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) {
+				values[ index ] = getDefaultDisplay( elem );
+			}
+		} else {
+			if ( display !== "none" ) {
+				values[ index ] = "none";
+
+				// Remember what we're overwriting
+				dataPriv.set( elem, "display", display );
+			}
+		}
+	}
+
+	// Set the display of the elements in a second loop to avoid constant reflow
+	for ( index = 0; index < length; index++ ) {
+		if ( values[ index ] != null ) {
+			elements[ index ].style.display = values[ index ];
+		}
+	}
+
+	return elements;
+}
+
+jQuery.fn.extend( {
+	show: function() {
+		return showHide( this, true );
+	},
+	hide: function() {
+		return showHide( this );
+	},
+	toggle: function( state ) {
+		if ( typeof state === "boolean" ) {
+			return state ? this.show() : this.hide();
+		}
+
+		return this.each( function() {
+			if ( isHiddenWithinTree( this ) ) {
+				jQuery( this ).show();
+			} else {
+				jQuery( this ).hide();
+			}
+		} );
+	}
+} );
+var rcheckableType = ( /^(?:checkbox|radio)$/i );
+
+var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i );
+
+var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i );
+
+
+
+( function() {
+	var fragment = document.createDocumentFragment(),
+		div = fragment.appendChild( document.createElement( "div" ) ),
+		input = document.createElement( "input" );
+
+	// Support: Android 4.0 - 4.3 only
+	// Check state lost if the name is set (#11217)
+	// Support: Windows Web Apps (WWA)
+	// `name` and `type` must use .setAttribute for WWA (#14901)
+	input.setAttribute( "type", "radio" );
+	input.setAttribute( "checked", "checked" );
+	input.setAttribute( "name", "t" );
+
+	div.appendChild( input );
+
+	// Support: Android <=4.1 only
+	// Older WebKit doesn't clone checked state correctly in fragments
+	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
+
+	// Support: IE <=11 only
+	// Make sure textarea (and checkbox) defaultValue is properly cloned
+	div.innerHTML = "<textarea>x</textarea>";
+	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
+
+	// Support: IE <=9 only
+	// IE <=9 replaces <option> tags with their contents when inserted outside of
+	// the select element.
+	div.innerHTML = "<option></option>";
+	support.option = !!div.lastChild;
+} )();
+
+
+// We have to close these tags to support XHTML (#13200)
+var wrapMap = {
+
+	// XHTML parsers do not magically insert elements in the
+	// same way that tag soup parsers do. So we cannot shorten
+	// this by omitting <tbody> or other required elements.
+	thead: [ 1, "<table>", "</table>" ],
+	col: [ 2, "<table><colgroup>", "</colgroup></table>" ],
+	tr: [ 2, "<table><tbody>", "</tbody></table>" ],
+	td: [ 3, "<table><tbody><tr>", "</tr></tbody></table>" ],
+
+	_default: [ 0, "", "" ]
+};
+
+wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
+wrapMap.th = wrapMap.td;
+
+// Support: IE <=9 only
+if ( !support.option ) {
+	wrapMap.optgroup = wrapMap.option = [ 1, "<select multiple='multiple'>", "</select>" ];
+}
+
+
+function getAll( context, tag ) {
+
+	// Support: IE <=9 - 11 only
+	// Use typeof to avoid zero-argument method invocation on host objects (#15151)
+	var ret;
+
+	if ( typeof context.getElementsByTagName !== "undefined" ) {
+		ret = context.getElementsByTagName( tag || "*" );
+
+	} else if ( typeof context.querySelectorAll !== "undefined" ) {
+		ret = context.querySelectorAll( tag || "*" );
+
+	} else {
+		ret = [];
+	}
+
+	if ( tag === undefined || tag && nodeName( context, tag ) ) {
+		return jQuery.merge( [ context ], ret );
+	}
+
+	return ret;
+}
+
+
+// Mark scripts as having already been evaluated
+function setGlobalEval( elems, refElements ) {
+	var i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		dataPriv.set(
+			elems[ i ],
+			"globalEval",
+			!refElements || dataPriv.get( refElements[ i ], "globalEval" )
+		);
+	}
+}
+
+
+var rhtml = /<|&#?\w+;/;
+
+function buildFragment( elems, context, scripts, selection, ignored ) {
+	var elem, tmp, tag, wrap, attached, j,
+		fragment = context.createDocumentFragment(),
+		nodes = [],
+		i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		elem = elems[ i ];
+
+		if ( elem || elem === 0 ) {
+
+			// Add nodes directly
+			if ( toType( elem ) === "object" ) {
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem );
+
+			// Convert non-html into a text node
+			} else if ( !rhtml.test( elem ) ) {
+				nodes.push( context.createTextNode( elem ) );
+
+			// Convert html into DOM nodes
+			} else {
+				tmp = tmp || fragment.appendChild( context.createElement( "div" ) );
+
+				// Deserialize a standard representation
+				tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase();
+				wrap = wrapMap[ tag ] || wrapMap._default;
+				tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ];
+
+				// Descend through wrappers to the right content
+				j = wrap[ 0 ];
+				while ( j-- ) {
+					tmp = tmp.lastChild;
+				}
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, tmp.childNodes );
+
+				// Remember the top-level container
+				tmp = fragment.firstChild;
+
+				// Ensure the created nodes are orphaned (#12392)
+				tmp.textContent = "";
+			}
+		}
+	}
+
+	// Remove wrapper from fragment
+	fragment.textContent = "";
+
+	i = 0;
+	while ( ( elem = nodes[ i++ ] ) ) {
+
+		// Skip elements already in the context collection (trac-4087)
+		if ( selection && jQuery.inArray( elem, selection ) > -1 ) {
+			if ( ignored ) {
+				ignored.push( elem );
+			}
+			continue;
+		}
+
+		attached = isAttached( elem );
+
+		// Append to fragment
+		tmp = getAll( fragment.appendChild( elem ), "script" );
+
+		// Preserve script evaluation history
+		if ( attached ) {
+			setGlobalEval( tmp );
+		}
+
+		// Capture executables
+		if ( scripts ) {
+			j = 0;
+			while ( ( elem = tmp[ j++ ] ) ) {
+				if ( rscriptType.test( elem.type || "" ) ) {
+					scripts.push( elem );
+				}
+			}
+		}
+	}
+
+	return fragment;
+}
+
+
+var
+	rkeyEvent = /^key/,
+	rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/,
+	rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
+
+function returnTrue() {
+	return true;
+}
+
+function returnFalse() {
+	return false;
+}
+
+// Support: IE <=9 - 11+
+// focus() and blur() are asynchronous, except when they are no-op.
+// So expect focus to be synchronous when the element is already active,
+// and blur to be synchronous when the element is not already active.
+// (focus and blur are always synchronous in other supported browsers,
+// this just defines when we can count on it).
+function expectSync( elem, type ) {
+	return ( elem === safeActiveElement() ) === ( type === "focus" );
+}
+
+// Support: IE <=9 only
+// Accessing document.activeElement can throw unexpectedly
+// https://bugs.jquery.com/ticket/13393
+function safeActiveElement() {
+	try {
+		return document.activeElement;
+	} catch ( err ) { }
+}
+
+function on( elem, types, selector, data, fn, one ) {
+	var origFn, type;
+
+	// Types can be a map of types/handlers
+	if ( typeof types === "object" ) {
+
+		// ( types-Object, selector, data )
+		if ( typeof selector !== "string" ) {
+
+			// ( types-Object, data )
+			data = data || selector;
+			selector = undefined;
+		}
+		for ( type in types ) {
+			on( elem, type, selector, data, types[ type ], one );
+		}
+		return elem;
+	}
+
+	if ( data == null && fn == null ) {
+
+		// ( types, fn )
+		fn = selector;
+		data = selector = undefined;
+	} else if ( fn == null ) {
+		if ( typeof selector === "string" ) {
+
+			// ( types, selector, fn )
+			fn = data;
+			data = undefined;
+		} else {
+
+			// ( types, data, fn )
+			fn = data;
+			data = selector;
+			selector = undefined;
+		}
+	}
+	if ( fn === false ) {
+		fn = returnFalse;
+	} else if ( !fn ) {
+		return elem;
+	}
+
+	if ( one === 1 ) {
+		origFn = fn;
+		fn = function( event ) {
+
+			// Can use an empty set, since event contains the info
+			jQuery().off( event );
+			return origFn.apply( this, arguments );
+		};
+
+		// Use same guid so caller can remove using origFn
+		fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ );
+	}
+	return elem.each( function() {
+		jQuery.event.add( this, types, fn, data, selector );
+	} );
+}
+
+/*
+ * Helper functions for managing events -- not part of the public interface.
+ * Props to Dean Edwards' addEvent library for many of the ideas.
+ */
+jQuery.event = {
+
+	global: {},
+
+	add: function( elem, types, handler, data, selector ) {
+
+		var handleObjIn, eventHandle, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.get( elem );
+
+		// Only attach events to objects that accept data
+		if ( !acceptData( elem ) ) {
+			return;
+		}
+
+		// Caller can pass in an object of custom data in lieu of the handler
+		if ( handler.handler ) {
+			handleObjIn = handler;
+			handler = handleObjIn.handler;
+			selector = handleObjIn.selector;
+		}
+
+		// Ensure that invalid selectors throw exceptions at attach time
+		// Evaluate against documentElement in case elem is a non-element node (e.g., document)
+		if ( selector ) {
+			jQuery.find.matchesSelector( documentElement, selector );
+		}
+
+		// Make sure that the handler has a unique ID, used to find/remove it later
+		if ( !handler.guid ) {
+			handler.guid = jQuery.guid++;
+		}
+
+		// Init the element's event structure and main handler, if this is the first
+		if ( !( events = elemData.events ) ) {
+			events = elemData.events = Object.create( null );
+		}
+		if ( !( eventHandle = elemData.handle ) ) {
+			eventHandle = elemData.handle = function( e ) {
+
+				// Discard the second event of a jQuery.event.trigger() and
+				// when an event is called after a page has unloaded
+				return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ?
+					jQuery.event.dispatch.apply( elem, arguments ) : undefined;
+			};
+		}
+
+		// Handle multiple events separated by a space
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// There *must* be a type, no attaching namespace-only handlers
+			if ( !type ) {
+				continue;
+			}
+
+			// If event changes its type, use the special event handlers for the changed type
+			special = jQuery.event.special[ type ] || {};
+
+			// If selector defined, determine special event api type, otherwise given type
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+
+			// Update special based on newly reset type
+			special = jQuery.event.special[ type ] || {};
+
+			// handleObj is passed to all event handlers
+			handleObj = jQuery.extend( {
+				type: type,
+				origType: origType,
+				data: data,
+				handler: handler,
+				guid: handler.guid,
+				selector: selector,
+				needsContext: selector && jQuery.expr.match.needsContext.test( selector ),
+				namespace: namespaces.join( "." )
+			}, handleObjIn );
+
+			// Init the event handler queue if we're the first
+			if ( !( handlers = events[ type ] ) ) {
+				handlers = events[ type ] = [];
+				handlers.delegateCount = 0;
+
+				// Only use addEventListener if the special events handler returns false
+				if ( !special.setup ||
+					special.setup.call( elem, data, namespaces, eventHandle ) === false ) {
+
+					if ( elem.addEventListener ) {
+						elem.addEventListener( type, eventHandle );
+					}
+				}
+			}
+
+			if ( special.add ) {
+				special.add.call( elem, handleObj );
+
+				if ( !handleObj.handler.guid ) {
+					handleObj.handler.guid = handler.guid;
+				}
+			}
+
+			// Add to the element's handler list, delegates in front
+			if ( selector ) {
+				handlers.splice( handlers.delegateCount++, 0, handleObj );
+			} else {
+				handlers.push( handleObj );
+			}
+
+			// Keep track of which events have ever been used, for event optimization
+			jQuery.event.global[ type ] = true;
+		}
+
+	},
+
+	// Detach an event or set of events from an element
+	remove: function( elem, types, handler, selector, mappedTypes ) {
+
+		var j, origCount, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.hasData( elem ) && dataPriv.get( elem );
+
+		if ( !elemData || !( events = elemData.events ) ) {
+			return;
+		}
+
+		// Once for each type.namespace in types; type may be omitted
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// Unbind all events (on this namespace, if provided) for the element
+			if ( !type ) {
+				for ( type in events ) {
+					jQuery.event.remove( elem, type + types[ t ], handler, selector, true );
+				}
+				continue;
+			}
+
+			special = jQuery.event.special[ type ] || {};
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+			handlers = events[ type ] || [];
+			tmp = tmp[ 2 ] &&
+				new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" );
+
+			// Remove matching events
+			origCount = j = handlers.length;
+			while ( j-- ) {
+				handleObj = handlers[ j ];
+
+				if ( ( mappedTypes || origType === handleObj.origType ) &&
+					( !handler || handler.guid === handleObj.guid ) &&
+					( !tmp || tmp.test( handleObj.namespace ) ) &&
+					( !selector || selector === handleObj.selector ||
+						selector === "**" && handleObj.selector ) ) {
+					handlers.splice( j, 1 );
+
+					if ( handleObj.selector ) {
+						handlers.delegateCount--;
+					}
+					if ( special.remove ) {
+						special.remove.call( elem, handleObj );
+					}
+				}
+			}
+
+			// Remove generic event handler if we removed something and no more handlers exist
+			// (avoids potential for endless recursion during removal of special event handlers)
+			if ( origCount && !handlers.length ) {
+				if ( !special.teardown ||
+					special.teardown.call( elem, namespaces, elemData.handle ) === false ) {
+
+					jQuery.removeEvent( elem, type, elemData.handle );
+				}
+
+				delete events[ type ];
+			}
+		}
+
+		// Remove data and the expando if it's no longer used
+		if ( jQuery.isEmptyObject( events ) ) {
+			dataPriv.remove( elem, "handle events" );
+		}
+	},
+
+	dispatch: function( nativeEvent ) {
+
+		var i, j, ret, matched, handleObj, handlerQueue,
+			args = new Array( arguments.length ),
+
+			// Make a writable jQuery.Event from the native event object
+			event = jQuery.event.fix( nativeEvent ),
+
+			handlers = (
+					dataPriv.get( this, "events" ) || Object.create( null )
+				)[ event.type ] || [],
+			special = jQuery.event.special[ event.type ] || {};
+
+		// Use the fix-ed jQuery.Event rather than the (read-only) native event
+		args[ 0 ] = event;
+
+		for ( i = 1; i < arguments.length; i++ ) {
+			args[ i ] = arguments[ i ];
+		}
+
+		event.delegateTarget = this;
+
+		// Call the preDispatch hook for the mapped type, and let it bail if desired
+		if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) {
+			return;
+		}
+
+		// Determine handlers
+		handlerQueue = jQuery.event.handlers.call( this, event, handlers );
+
+		// Run delegates first; they may want to stop propagation beneath us
+		i = 0;
+		while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) {
+			event.currentTarget = matched.elem;
+
+			j = 0;
+			while ( ( handleObj = matched.handlers[ j++ ] ) &&
+				!event.isImmediatePropagationStopped() ) {
+
+				// If the event is namespaced, then each handler is only invoked if it is
+				// specially universal or its namespaces are a superset of the event's.
+				if ( !event.rnamespace || handleObj.namespace === false ||
+					event.rnamespace.test( handleObj.namespace ) ) {
+
+					event.handleObj = handleObj;
+					event.data = handleObj.data;
+
+					ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle ||
+						handleObj.handler ).apply( matched.elem, args );
+
+					if ( ret !== undefined ) {
+						if ( ( event.result = ret ) === false ) {
+							event.preventDefault();
+							event.stopPropagation();
+						}
+					}
+				}
+			}
+		}
+
+		// Call the postDispatch hook for the mapped type
+		if ( special.postDispatch ) {
+			special.postDispatch.call( this, event );
+		}
+
+		return event.result;
+	},
+
+	handlers: function( event, handlers ) {
+		var i, handleObj, sel, matchedHandlers, matchedSelectors,
+			handlerQueue = [],
+			delegateCount = handlers.delegateCount,
+			cur = event.target;
+
+		// Find delegate handlers
+		if ( delegateCount &&
+
+			// Support: IE <=9
+			// Black-hole SVG <use> instance trees (trac-13180)
+			cur.nodeType &&
+
+			// Support: Firefox <=42
+			// Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861)
+			// https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click
+			// Support: IE 11 only
+			// ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343)
+			!( event.type === "click" && event.button >= 1 ) ) {
+
+			for ( ; cur !== this; cur = cur.parentNode || this ) {
+
+				// Don't check non-elements (#13208)
+				// Don't process clicks on disabled elements (#6911, #8165, #11382, #11764)
+				if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) {
+					matchedHandlers = [];
+					matchedSelectors = {};
+					for ( i = 0; i < delegateCount; i++ ) {
+						handleObj = handlers[ i ];
+
+						// Don't conflict with Object.prototype properties (#13203)
+						sel = handleObj.selector + " ";
+
+						if ( matchedSelectors[ sel ] === undefined ) {
+							matchedSelectors[ sel ] = handleObj.needsContext ?
+								jQuery( sel, this ).index( cur ) > -1 :
+								jQuery.find( sel, this, null, [ cur ] ).length;
+						}
+						if ( matchedSelectors[ sel ] ) {
+							matchedHandlers.push( handleObj );
+						}
+					}
+					if ( matchedHandlers.length ) {
+						handlerQueue.push( { elem: cur, handlers: matchedHandlers } );
+					}
+				}
+			}
+		}
+
+		// Add the remaining (directly-bound) handlers
+		cur = this;
+		if ( delegateCount < handlers.length ) {
+			handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } );
+		}
+
+		return handlerQueue;
+	},
+
+	addProp: function( name, hook ) {
+		Object.defineProperty( jQuery.Event.prototype, name, {
+			enumerable: true,
+			configurable: true,
+
+			get: isFunction( hook ) ?
+				function() {
+					if ( this.originalEvent ) {
+							return hook( this.originalEvent );
+					}
+				} :
+				function() {
+					if ( this.originalEvent ) {
+							return this.originalEvent[ name ];
+					}
+				},
+
+			set: function( value ) {
+				Object.defineProperty( this, name, {
+					enumerable: true,
+					configurable: true,
+					writable: true,
+					value: value
+				} );
+			}
+		} );
+	},
+
+	fix: function( originalEvent ) {
+		return originalEvent[ jQuery.expando ] ?
+			originalEvent :
+			new jQuery.Event( originalEvent );
+	},
+
+	special: {
+		load: {
+
+			// Prevent triggered image.load events from bubbling to window.load
+			noBubble: true
+		},
+		click: {
+
+			// Utilize native event to ensure correct state for checkable inputs
+			setup: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Claim the first handler
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					// dataPriv.set( el, "click", ... )
+					leverageNative( el, "click", returnTrue );
+				}
+
+				// Return false to allow normal processing in the caller
+				return false;
+			},
+			trigger: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Force setup before triggering a click
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					leverageNative( el, "click" );
+				}
+
+				// Return non-false to allow normal event-path propagation
+				return true;
+			},
+
+			// For cross-browser consistency, suppress native .click() on links
+			// Also prevent it if we're currently inside a leveraged native-event stack
+			_default: function( event ) {
+				var target = event.target;
+				return rcheckableType.test( target.type ) &&
+					target.click && nodeName( target, "input" ) &&
+					dataPriv.get( target, "click" ) ||
+					nodeName( target, "a" );
+			}
+		},
+
+		beforeunload: {
+			postDispatch: function( event ) {
+
+				// Support: Firefox 20+
+				// Firefox doesn't alert if the returnValue field is not set.
+				if ( event.result !== undefined && event.originalEvent ) {
+					event.originalEvent.returnValue = event.result;
+				}
+			}
+		}
+	}
+};
+
+// Ensure the presence of an event listener that handles manually-triggered
+// synthetic events by interrupting progress until reinvoked in response to
+// *native* events that it fires directly, ensuring that state changes have
+// already occurred before other listeners are invoked.
+function leverageNative( el, type, expectSync ) {
+
+	// Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add
+	if ( !expectSync ) {
+		if ( dataPriv.get( el, type ) === undefined ) {
+			jQuery.event.add( el, type, returnTrue );
+		}
+		return;
+	}
+
+	// Register the controller as a special universal handler for all event namespaces
+	dataPriv.set( el, type, false );
+	jQuery.event.add( el, type, {
+		namespace: false,
+		handler: function( event ) {
+			var notAsync, result,
+				saved = dataPriv.get( this, type );
+
+			if ( ( event.isTrigger & 1 ) && this[ type ] ) {
+
+				// Interrupt processing of the outer synthetic .trigger()ed event
+				// Saved data should be false in such cases, but might be a leftover capture object
+				// from an async native handler (gh-4350)
+				if ( !saved.length ) {
+
+					// Store arguments for use when handling the inner native event
+					// There will always be at least one argument (an event object), so this array
+					// will not be confused with a leftover capture object.
+					saved = slice.call( arguments );
+					dataPriv.set( this, type, saved );
+
+					// Trigger the native event and capture its result
+					// Support: IE <=9 - 11+
+					// focus() and blur() are asynchronous
+					notAsync = expectSync( this, type );
+					this[ type ]();
+					result = dataPriv.get( this, type );
+					if ( saved !== result || notAsync ) {
+						dataPriv.set( this, type, false );
+					} else {
+						result = {};
+					}
+					if ( saved !== result ) {
+
+						// Cancel the outer synthetic event
+						event.stopImmediatePropagation();
+						event.preventDefault();
+						return result.value;
+					}
+
+				// If this is an inner synthetic event for an event with a bubbling surrogate
+				// (focus or blur), assume that the surrogate already propagated from triggering the
+				// native event and prevent that from happening again here.
+				// This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the
+				// bubbling surrogate propagates *after* the non-bubbling base), but that seems
+				// less bad than duplication.
+				} else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) {
+					event.stopPropagation();
+				}
+
+			// If this is a native event triggered above, everything is now in order
+			// Fire an inner synthetic event with the original arguments
+			} else if ( saved.length ) {
+
+				// ...and capture the result
+				dataPriv.set( this, type, {
+					value: jQuery.event.trigger(
+
+						// Support: IE <=9 - 11+
+						// Extend with the prototype to reset the above stopImmediatePropagation()
+						jQuery.extend( saved[ 0 ], jQuery.Event.prototype ),
+						saved.slice( 1 ),
+						this
+					)
+				} );
+
+				// Abort handling of the native event
+				event.stopImmediatePropagation();
+			}
+		}
+	} );
+}
+
+jQuery.removeEvent = function( elem, type, handle ) {
+
+	// This "if" is needed for plain objects
+	if ( elem.removeEventListener ) {
+		elem.removeEventListener( type, handle );
+	}
+};
+
+jQuery.Event = function( src, props ) {
+
+	// Allow instantiation without the 'new' keyword
+	if ( !( this instanceof jQuery.Event ) ) {
+		return new jQuery.Event( src, props );
+	}
+
+	// Event object
+	if ( src && src.type ) {
+		this.originalEvent = src;
+		this.type = src.type;
+
+		// Events bubbling up the document may have been marked as prevented
+		// by a handler lower down the tree; reflect the correct value.
+		this.isDefaultPrevented = src.defaultPrevented ||
+				src.defaultPrevented === undefined &&
+
+				// Support: Android <=2.3 only
+				src.returnValue === false ?
+			returnTrue :
+			returnFalse;
+
+		// Create target properties
+		// Support: Safari <=6 - 7 only
+		// Target should not be a text node (#504, #13143)
+		this.target = ( src.target && src.target.nodeType === 3 ) ?
+			src.target.parentNode :
+			src.target;
+
+		this.currentTarget = src.currentTarget;
+		this.relatedTarget = src.relatedTarget;
+
+	// Event type
+	} else {
+		this.type = src;
+	}
+
+	// Put explicitly provided properties onto the event object
+	if ( props ) {
+		jQuery.extend( this, props );
+	}
+
+	// Create a timestamp if incoming event doesn't have one
+	this.timeStamp = src && src.timeStamp || Date.now();
+
+	// Mark it as fixed
+	this[ jQuery.expando ] = true;
+};
+
+// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding
+// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html
+jQuery.Event.prototype = {
+	constructor: jQuery.Event,
+	isDefaultPrevented: returnFalse,
+	isPropagationStopped: returnFalse,
+	isImmediatePropagationStopped: returnFalse,
+	isSimulated: false,
+
+	preventDefault: function() {
+		var e = this.originalEvent;
+
+		this.isDefaultPrevented = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.preventDefault();
+		}
+	},
+	stopPropagation: function() {
+		var e = this.originalEvent;
+
+		this.isPropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopPropagation();
+		}
+	},
+	stopImmediatePropagation: function() {
+		var e = this.originalEvent;
+
+		this.isImmediatePropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopImmediatePropagation();
+		}
+
+		this.stopPropagation();
+	}
+};
+
+// Includes all common event props including KeyEvent and MouseEvent specific props
+jQuery.each( {
+	altKey: true,
+	bubbles: true,
+	cancelable: true,
+	changedTouches: true,
+	ctrlKey: true,
+	detail: true,
+	eventPhase: true,
+	metaKey: true,
+	pageX: true,
+	pageY: true,
+	shiftKey: true,
+	view: true,
+	"char": true,
+	code: true,
+	charCode: true,
+	key: true,
+	keyCode: true,
+	button: true,
+	buttons: true,
+	clientX: true,
+	clientY: true,
+	offsetX: true,
+	offsetY: true,
+	pointerId: true,
+	pointerType: true,
+	screenX: true,
+	screenY: true,
+	targetTouches: true,
+	toElement: true,
+	touches: true,
+
+	which: function( event ) {
+		var button = event.button;
+
+		// Add which for key events
+		if ( event.which == null && rkeyEvent.test( event.type ) ) {
+			return event.charCode != null ? event.charCode : event.keyCode;
+		}
+
+		// Add which for click: 1 === left; 2 === middle; 3 === right
+		if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) {
+			if ( button & 1 ) {
+				return 1;
+			}
+
+			if ( button & 2 ) {
+				return 3;
+			}
+
+			if ( button & 4 ) {
+				return 2;
+			}
+
+			return 0;
+		}
+
+		return event.which;
+	}
+}, jQuery.event.addProp );
+
+jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) {
+	jQuery.event.special[ type ] = {
+
+		// Utilize native event if possible so blur/focus sequence is correct
+		setup: function() {
+
+			// Claim the first handler
+			// dataPriv.set( this, "focus", ... )
+			// dataPriv.set( this, "blur", ... )
+			leverageNative( this, type, expectSync );
+
+			// Return false to allow normal processing in the caller
+			return false;
+		},
+		trigger: function() {
+
+			// Force setup before trigger
+			leverageNative( this, type );
+
+			// Return non-false to allow normal event-path propagation
+			return true;
+		},
+
+		delegateType: delegateType
+	};
+} );
+
+// Create mouseenter/leave events using mouseover/out and event-time checks
+// so that event delegation works in jQuery.
+// Do the same for pointerenter/pointerleave and pointerover/pointerout
+//
+// Support: Safari 7 only
+// Safari sends mouseenter too often; see:
+// https://bugs.chromium.org/p/chromium/issues/detail?id=470258
+// for the description of the bug (it existed in older Chrome versions as well).
+jQuery.each( {
+	mouseenter: "mouseover",
+	mouseleave: "mouseout",
+	pointerenter: "pointerover",
+	pointerleave: "pointerout"
+}, function( orig, fix ) {
+	jQuery.event.special[ orig ] = {
+		delegateType: fix,
+		bindType: fix,
+
+		handle: function( event ) {
+			var ret,
+				target = this,
+				related = event.relatedTarget,
+				handleObj = event.handleObj;
+
+			// For mouseenter/leave call the handler if related is outside the target.
+			// NB: No relatedTarget if the mouse left/entered the browser window
+			if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) {
+				event.type = handleObj.origType;
+				ret = handleObj.handler.apply( this, arguments );
+				event.type = fix;
+			}
+			return ret;
+		}
+	};
+} );
+
+jQuery.fn.extend( {
+
+	on: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn );
+	},
+	one: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn, 1 );
+	},
+	off: function( types, selector, fn ) {
+		var handleObj, type;
+		if ( types && types.preventDefault && types.handleObj ) {
+
+			// ( event )  dispatched jQuery.Event
+			handleObj = types.handleObj;
+			jQuery( types.delegateTarget ).off(
+				handleObj.namespace ?
+					handleObj.origType + "." + handleObj.namespace :
+					handleObj.origType,
+				handleObj.selector,
+				handleObj.handler
+			);
+			return this;
+		}
+		if ( typeof types === "object" ) {
+
+			// ( types-object [, selector] )
+			for ( type in types ) {
+				this.off( type, selector, types[ type ] );
+			}
+			return this;
+		}
+		if ( selector === false || typeof selector === "function" ) {
+
+			// ( types [, fn] )
+			fn = selector;
+			selector = undefined;
+		}
+		if ( fn === false ) {
+			fn = returnFalse;
+		}
+		return this.each( function() {
+			jQuery.event.remove( this, types, fn, selector );
+		} );
+	}
+} );
+
+
+var
+
+	// Support: IE <=10 - 11, Edge 12 - 13 only
+	// In IE/Edge using regex groups here causes severe slowdowns.
+	// See https://connect.microsoft.com/IE/feedback/details/1736512/
+	rnoInnerhtml = /<script|<style|<link/i,
+
+	// checked="checked" or checked
+	rchecked = /checked\s*(?:[^=]|=\s*.checked.)/i,
+	rcleanScript = /^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g;
+
+// Prefer a tbody over its parent table for containing new rows
+function manipulationTarget( elem, content ) {
+	if ( nodeName( elem, "table" ) &&
+		nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) {
+
+		return jQuery( elem ).children( "tbody" )[ 0 ] || elem;
+	}
+
+	return elem;
+}
+
+// Replace/restore the type attribute of script elements for safe DOM manipulation
+function disableScript( elem ) {
+	elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type;
+	return elem;
+}
+function restoreScript( elem ) {
+	if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) {
+		elem.type = elem.type.slice( 5 );
+	} else {
+		elem.removeAttribute( "type" );
+	}
+
+	return elem;
+}
+
+function cloneCopyEvent( src, dest ) {
+	var i, l, type, pdataOld, udataOld, udataCur, events;
+
+	if ( dest.nodeType !== 1 ) {
+		return;
+	}
+
+	// 1. Copy private data: events, handlers, etc.
+	if ( dataPriv.hasData( src ) ) {
+		pdataOld = dataPriv.get( src );
+		events = pdataOld.events;
+
+		if ( events ) {
+			dataPriv.remove( dest, "handle events" );
+
+			for ( type in events ) {
+				for ( i = 0, l = events[ type ].length; i < l; i++ ) {
+					jQuery.event.add( dest, type, events[ type ][ i ] );
+				}
+			}
+		}
+	}
+
+	// 2. Copy user data
+	if ( dataUser.hasData( src ) ) {
+		udataOld = dataUser.access( src );
+		udataCur = jQuery.extend( {}, udataOld );
+
+		dataUser.set( dest, udataCur );
+	}
+}
+
+// Fix IE bugs, see support tests
+function fixInput( src, dest ) {
+	var nodeName = dest.nodeName.toLowerCase();
+
+	// Fails to persist the checked state of a cloned checkbox or radio button.
+	if ( nodeName === "input" && rcheckableType.test( src.type ) ) {
+		dest.checked = src.checked;
+
+	// Fails to return the selected option to the default selected state when cloning options
+	} else if ( nodeName === "input" || nodeName === "textarea" ) {
+		dest.defaultValue = src.defaultValue;
+	}
+}
+
+function domManip( collection, args, callback, ignored ) {
+
+	// Flatten any nested arrays
+	args = flat( args );
+
+	var fragment, first, scripts, hasScripts, node, doc,
+		i = 0,
+		l = collection.length,
+		iNoClone = l - 1,
+		value = args[ 0 ],
+		valueIsFunction = isFunction( value );
+
+	// We can't cloneNode fragments that contain checked, in WebKit
+	if ( valueIsFunction ||
+			( l > 1 && typeof value === "string" &&
+				!support.checkClone && rchecked.test( value ) ) ) {
+		return collection.each( function( index ) {
+			var self = collection.eq( index );
+			if ( valueIsFunction ) {
+				args[ 0 ] = value.call( this, index, self.html() );
+			}
+			domManip( self, args, callback, ignored );
+		} );
+	}
+
+	if ( l ) {
+		fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored );
+		first = fragment.firstChild;
+
+		if ( fragment.childNodes.length === 1 ) {
+			fragment = first;
+		}
+
+		// Require either new content or an interest in ignored elements to invoke the callback
+		if ( first || ignored ) {
+			scripts = jQuery.map( getAll( fragment, "script" ), disableScript );
+			hasScripts = scripts.length;
+
+			// Use the original fragment for the last item
+			// instead of the first because it can end up
+			// being emptied incorrectly in certain situations (#8070).
+			for ( ; i < l; i++ ) {
+				node = fragment;
+
+				if ( i !== iNoClone ) {
+					node = jQuery.clone( node, true, true );
+
+					// Keep references to cloned scripts for later restoration
+					if ( hasScripts ) {
+
+						// Support: Android <=4.0 only, PhantomJS 1 only
+						// push.apply(_, arraylike) throws on ancient WebKit
+						jQuery.merge( scripts, getAll( node, "script" ) );
+					}
+				}
+
+				callback.call( collection[ i ], node, i );
+			}
+
+			if ( hasScripts ) {
+				doc = scripts[ scripts.length - 1 ].ownerDocument;
+
+				// Reenable scripts
+				jQuery.map( scripts, restoreScript );
+
+				// Evaluate executable scripts on first document insertion
+				for ( i = 0; i < hasScripts; i++ ) {
+					node = scripts[ i ];
+					if ( rscriptType.test( node.type || "" ) &&
+						!dataPriv.access( node, "globalEval" ) &&
+						jQuery.contains( doc, node ) ) {
+
+						if ( node.src && ( node.type || "" ).toLowerCase()  !== "module" ) {
+
+							// Optional AJAX dependency, but won't run scripts if not present
+							if ( jQuery._evalUrl && !node.noModule ) {
+								jQuery._evalUrl( node.src, {
+									nonce: node.nonce || node.getAttribute( "nonce" )
+								}, doc );
+							}
+						} else {
+							DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc );
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return collection;
+}
+
+function remove( elem, selector, keepData ) {
+	var node,
+		nodes = selector ? jQuery.filter( selector, elem ) : elem,
+		i = 0;
+
+	for ( ; ( node = nodes[ i ] ) != null; i++ ) {
+		if ( !keepData && node.nodeType === 1 ) {
+			jQuery.cleanData( getAll( node ) );
+		}
+
+		if ( node.parentNode ) {
+			if ( keepData && isAttached( node ) ) {
+				setGlobalEval( getAll( node, "script" ) );
+			}
+			node.parentNode.removeChild( node );
+		}
+	}
+
+	return elem;
+}
+
+jQuery.extend( {
+	htmlPrefilter: function( html ) {
+		return html;
+	},
+
+	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
+		var i, l, srcElements, destElements,
+			clone = elem.cloneNode( true ),
+			inPage = isAttached( elem );
+
+		// Fix IE cloning issues
+		if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) &&
+				!jQuery.isXMLDoc( elem ) ) {
+
+			// We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2
+			destElements = getAll( clone );
+			srcElements = getAll( elem );
+
+			for ( i = 0, l = srcElements.length; i < l; i++ ) {
+				fixInput( srcElements[ i ], destElements[ i ] );
+			}
+		}
+
+		// Copy the events from the original to the clone
+		if ( dataAndEvents ) {
+			if ( deepDataAndEvents ) {
+				srcElements = srcElements || getAll( elem );
+				destElements = destElements || getAll( clone );
+
+				for ( i = 0, l = srcElements.length; i < l; i++ ) {
+					cloneCopyEvent( srcElements[ i ], destElements[ i ] );
+				}
+			} else {
+				cloneCopyEvent( elem, clone );
+			}
+		}
+
+		// Preserve script evaluation history
+		destElements = getAll( clone, "script" );
+		if ( destElements.length > 0 ) {
+			setGlobalEval( destElements, !inPage && getAll( elem, "script" ) );
+		}
+
+		// Return the cloned set
+		return clone;
+	},
+
+	cleanData: function( elems ) {
+		var data, elem, type,
+			special = jQuery.event.special,
+			i = 0;
+
+		for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) {
+			if ( acceptData( elem ) ) {
+				if ( ( data = elem[ dataPriv.expando ] ) ) {
+					if ( data.events ) {
+						for ( type in data.events ) {
+							if ( special[ type ] ) {
+								jQuery.event.remove( elem, type );
+
+							// This is a shortcut to avoid jQuery.event.remove's overhead
+							} else {
+								jQuery.removeEvent( elem, type, data.handle );
+							}
+						}
+					}
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataPriv.expando ] = undefined;
+				}
+				if ( elem[ dataUser.expando ] ) {
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataUser.expando ] = undefined;
+				}
+			}
+		}
+	}
+} );
+
+jQuery.fn.extend( {
+	detach: function( selector ) {
+		return remove( this, selector, true );
+	},
+
+	remove: function( selector ) {
+		return remove( this, selector );
+	},
+
+	text: function( value ) {
+		return access( this, function( value ) {
+			return value === undefined ?
+				jQuery.text( this ) :
+				this.empty().each( function() {
+					if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+						this.textContent = value;
+					}
+				} );
+		}, null, value, arguments.length );
+	},
+
+	append: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.appendChild( elem );
+			}
+		} );
+	},
+
+	prepend: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.insertBefore( elem, target.firstChild );
+			}
+		} );
+	},
+
+	before: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this );
+			}
+		} );
+	},
+
+	after: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this.nextSibling );
+			}
+		} );
+	},
+
+	empty: function() {
+		var elem,
+			i = 0;
+
+		for ( ; ( elem = this[ i ] ) != null; i++ ) {
+			if ( elem.nodeType === 1 ) {
+
+				// Prevent memory leaks
+				jQuery.cleanData( getAll( elem, false ) );
+
+				// Remove any remaining nodes
+				elem.textContent = "";
+			}
+		}
+
+		return this;
+	},
+
+	clone: function( dataAndEvents, deepDataAndEvents ) {
+		dataAndEvents = dataAndEvents == null ? false : dataAndEvents;
+		deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents;
+
+		return this.map( function() {
+			return jQuery.clone( this, dataAndEvents, deepDataAndEvents );
+		} );
+	},
+
+	html: function( value ) {
+		return access( this, function( value ) {
+			var elem = this[ 0 ] || {},
+				i = 0,
+				l = this.length;
+
+			if ( value === undefined && elem.nodeType === 1 ) {
+				return elem.innerHTML;
+			}
+
+			// See if we can take a shortcut and just use innerHTML
+			if ( typeof value === "string" && !rnoInnerhtml.test( value ) &&
+				!wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) {
+
+				value = jQuery.htmlPrefilter( value );
+
+				try {
+					for ( ; i < l; i++ ) {
+						elem = this[ i ] || {};
+
+						// Remove element nodes and prevent memory leaks
+						if ( elem.nodeType === 1 ) {
+							jQuery.cleanData( getAll( elem, false ) );
+							elem.innerHTML = value;
+						}
+					}
+
+					elem = 0;
+
+				// If using innerHTML throws an exception, use the fallback method
+				} catch ( e ) {}
+			}
+
+			if ( elem ) {
+				this.empty().append( value );
+			}
+		}, null, value, arguments.length );
+	},
+
+	replaceWith: function() {
+		var ignored = [];
+
+		// Make the changes, replacing each non-ignored context element with the new content
+		return domManip( this, arguments, function( elem ) {
+			var parent = this.parentNode;
+
+			if ( jQuery.inArray( this, ignored ) < 0 ) {
+				jQuery.cleanData( getAll( this ) );
+				if ( parent ) {
+					parent.replaceChild( elem, this );
+				}
+			}
+
+		// Force callback invocation
+		}, ignored );
+	}
+} );
+
+jQuery.each( {
+	appendTo: "append",
+	prependTo: "prepend",
+	insertBefore: "before",
+	insertAfter: "after",
+	replaceAll: "replaceWith"
+}, function( name, original ) {
+	jQuery.fn[ name ] = function( selector ) {
+		var elems,
+			ret = [],
+			insert = jQuery( selector ),
+			last = insert.length - 1,
+			i = 0;
+
+		for ( ; i <= last; i++ ) {
+			elems = i === last ? this : this.clone( true );
+			jQuery( insert[ i ] )[ original ]( elems );
+
+			// Support: Android <=4.0 only, PhantomJS 1 only
+			// .get() because push.apply(_, arraylike) throws on ancient WebKit
+			push.apply( ret, elems.get() );
+		}
+
+		return this.pushStack( ret );
+	};
+} );
+var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" );
+
+var getStyles = function( elem ) {
+
+		// Support: IE <=11 only, Firefox <=30 (#15098, #14150)
+		// IE throws on elements created in popups
+		// FF meanwhile throws on frame elements through "defaultView.getComputedStyle"
+		var view = elem.ownerDocument.defaultView;
+
+		if ( !view || !view.opener ) {
+			view = window;
+		}
+
+		return view.getComputedStyle( elem );
+	};
+
+var swap = function( elem, options, callback ) {
+	var ret, name,
+		old = {};
+
+	// Remember the old values, and insert the new ones
+	for ( name in options ) {
+		old[ name ] = elem.style[ name ];
+		elem.style[ name ] = options[ name ];
+	}
+
+	ret = callback.call( elem );
+
+	// Revert the old values
+	for ( name in options ) {
+		elem.style[ name ] = old[ name ];
+	}
+
+	return ret;
+};
+
+
+var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
+
+
+
+( function() {
+
+	// Executing both pixelPosition & boxSizingReliable tests require only one layout
+	// so they're executed at the same time to save the second computation.
+	function computeStyleTests() {
+
+		// This is a singleton, we need to execute it only once
+		if ( !div ) {
+			return;
+		}
+
+		container.style.cssText = "position:absolute;left:-11111px;width:60px;" +
+			"margin-top:1px;padding:0;border:0";
+		div.style.cssText =
+			"position:relative;display:block;box-sizing:border-box;overflow:scroll;" +
+			"margin:auto;border:1px;padding:1px;" +
+			"width:60%;top:1%";
+		documentElement.appendChild( container ).appendChild( div );
+
+		var divStyle = window.getComputedStyle( div );
+		pixelPositionVal = divStyle.top !== "1%";
+
+		// Support: Android 4.0 - 4.3 only, Firefox <=3 - 44
+		reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12;
+
+		// Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3
+		// Some styles come back with percentage values, even though they shouldn't
+		div.style.right = "60%";
+		pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36;
+
+		// Support: IE 9 - 11 only
+		// Detect misreporting of content dimensions for box-sizing:border-box elements
+		boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36;
+
+		// Support: IE 9 only
+		// Detect overflow:scroll screwiness (gh-3699)
+		// Support: Chrome <=64
+		// Don't get tricked when zoom affects offsetWidth (gh-4029)
+		div.style.position = "absolute";
+		scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12;
+
+		documentElement.removeChild( container );
+
+		// Nullify the div so it wouldn't be stored in the memory and
+		// it will also be a sign that checks already performed
+		div = null;
+	}
+
+	function roundPixelMeasures( measure ) {
+		return Math.round( parseFloat( measure ) );
+	}
+
+	var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal,
+		reliableTrDimensionsVal, reliableMarginLeftVal,
+		container = document.createElement( "div" ),
+		div = document.createElement( "div" );
+
+	// Finish early in limited (non-browser) environments
+	if ( !div.style ) {
+		return;
+	}
+
+	// Support: IE <=9 - 11 only
+	// Style of cloned element affects source element cloned (#8908)
+	div.style.backgroundClip = "content-box";
+	div.cloneNode( true ).style.backgroundClip = "";
+	support.clearCloneStyle = div.style.backgroundClip === "content-box";
+
+	jQuery.extend( support, {
+		boxSizingReliable: function() {
+			computeStyleTests();
+			return boxSizingReliableVal;
+		},
+		pixelBoxStyles: function() {
+			computeStyleTests();
+			return pixelBoxStylesVal;
+		},
+		pixelPosition: function() {
+			computeStyleTests();
+			return pixelPositionVal;
+		},
+		reliableMarginLeft: function() {
+			computeStyleTests();
+			return reliableMarginLeftVal;
+		},
+		scrollboxSize: function() {
+			computeStyleTests();
+			return scrollboxSizeVal;
+		},
+
+		// Support: IE 9 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Behavior in IE 9 is more subtle than in newer versions & it passes
+		// some versions of this test; make sure not to make it pass there!
+		reliableTrDimensions: function() {
+			var table, tr, trChild, trStyle;
+			if ( reliableTrDimensionsVal == null ) {
+				table = document.createElement( "table" );
+				tr = document.createElement( "tr" );
+				trChild = document.createElement( "div" );
+
+				table.style.cssText = "position:absolute;left:-11111px";
+				tr.style.height = "1px";
+				trChild.style.height = "9px";
+
+				documentElement
+					.appendChild( table )
+					.appendChild( tr )
+					.appendChild( trChild );
+
+				trStyle = window.getComputedStyle( tr );
+				reliableTrDimensionsVal = parseInt( trStyle.height ) > 3;
+
+				documentElement.removeChild( table );
+			}
+			return reliableTrDimensionsVal;
+		}
+	} );
+} )();
+
+
+function curCSS( elem, name, computed ) {
+	var width, minWidth, maxWidth, ret,
+
+		// Support: Firefox 51+
+		// Retrieving style before computed somehow
+		// fixes an issue with getting wrong values
+		// on detached elements
+		style = elem.style;
+
+	computed = computed || getStyles( elem );
+
+	// getPropertyValue is needed for:
+	//   .css('filter') (IE 9 only, #12537)
+	//   .css('--customProperty) (#3144)
+	if ( computed ) {
+		ret = computed.getPropertyValue( name ) || computed[ name ];
+
+		if ( ret === "" && !isAttached( elem ) ) {
+			ret = jQuery.style( elem, name );
+		}
+
+		// A tribute to the "awesome hack by Dean Edwards"
+		// Android Browser returns percentage for some values,
+		// but width seems to be reliably pixels.
+		// This is against the CSSOM draft spec:
+		// https://drafts.csswg.org/cssom/#resolved-values
+		if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) {
+
+			// Remember the original values
+			width = style.width;
+			minWidth = style.minWidth;
+			maxWidth = style.maxWidth;
+
+			// Put in the new values to get a computed value out
+			style.minWidth = style.maxWidth = style.width = ret;
+			ret = computed.width;
+
+			// Revert the changed values
+			style.width = width;
+			style.minWidth = minWidth;
+			style.maxWidth = maxWidth;
+		}
+	}
+
+	return ret !== undefined ?
+
+		// Support: IE <=9 - 11 only
+		// IE returns zIndex value as an integer.
+		ret + "" :
+		ret;
+}
+
+
+function addGetHookIf( conditionFn, hookFn ) {
+
+	// Define the hook, we'll check on the first run if it's really needed.
+	return {
+		get: function() {
+			if ( conditionFn() ) {
+
+				// Hook not needed (or it's not possible to use it due
+				// to missing dependency), remove it.
+				delete this.get;
+				return;
+			}
+
+			// Hook needed; redefine it so that the support test is not executed again.
+			return ( this.get = hookFn ).apply( this, arguments );
+		}
+	};
+}
+
+
+var cssPrefixes = [ "Webkit", "Moz", "ms" ],
+	emptyStyle = document.createElement( "div" ).style,
+	vendorProps = {};
+
+// Return a vendor-prefixed property or undefined
+function vendorPropName( name ) {
+
+	// Check for vendor prefixed names
+	var capName = name[ 0 ].toUpperCase() + name.slice( 1 ),
+		i = cssPrefixes.length;
+
+	while ( i-- ) {
+		name = cssPrefixes[ i ] + capName;
+		if ( name in emptyStyle ) {
+			return name;
+		}
+	}
+}
+
+// Return a potentially-mapped jQuery.cssProps or vendor prefixed property
+function finalPropName( name ) {
+	var final = jQuery.cssProps[ name ] || vendorProps[ name ];
+
+	if ( final ) {
+		return final;
+	}
+	if ( name in emptyStyle ) {
+		return name;
+	}
+	return vendorProps[ name ] = vendorPropName( name ) || name;
+}
+
+
+var
+
+	// Swappable if display is none or starts with table
+	// except "table", "table-cell", or "table-caption"
+	// See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display
+	rdisplayswap = /^(none|table(?!-c[ea]).+)/,
+	rcustomProp = /^--/,
+	cssShow = { position: "absolute", visibility: "hidden", display: "block" },
+	cssNormalTransform = {
+		letterSpacing: "0",
+		fontWeight: "400"
+	};
+
+function setPositiveNumber( _elem, value, subtract ) {
+
+	// Any relative (+/-) values have already been
+	// normalized at this point
+	var matches = rcssNum.exec( value );
+	return matches ?
+
+		// Guard against undefined "subtract", e.g., when used as in cssHooks
+		Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) :
+		value;
+}
+
+function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) {
+	var i = dimension === "width" ? 1 : 0,
+		extra = 0,
+		delta = 0;
+
+	// Adjustment may not be necessary
+	if ( box === ( isBorderBox ? "border" : "content" ) ) {
+		return 0;
+	}
+
+	for ( ; i < 4; i += 2 ) {
+
+		// Both box models exclude margin
+		if ( box === "margin" ) {
+			delta += jQuery.css( elem, box + cssExpand[ i ], true, styles );
+		}
+
+		// If we get here with a content-box, we're seeking "padding" or "border" or "margin"
+		if ( !isBorderBox ) {
+
+			// Add padding
+			delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+
+			// For "border" or "margin", add border
+			if ( box !== "padding" ) {
+				delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+
+			// But still keep track of it otherwise
+			} else {
+				extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+
+		// If we get here with a border-box (content + padding + border), we're seeking "content" or
+		// "padding" or "margin"
+		} else {
+
+			// For "content", subtract padding
+			if ( box === "content" ) {
+				delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+			}
+
+			// For "content" or "padding", subtract border
+			if ( box !== "margin" ) {
+				delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+		}
+	}
+
+	// Account for positive content-box scroll gutter when requested by providing computedVal
+	if ( !isBorderBox && computedVal >= 0 ) {
+
+		// offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border
+		// Assuming integer scroll gutter, subtract the rest and round down
+		delta += Math.max( 0, Math.ceil(
+			elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+			computedVal -
+			delta -
+			extra -
+			0.5
+
+		// If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter
+		// Use an explicit zero to avoid NaN (gh-3964)
+		) ) || 0;
+	}
+
+	return delta;
+}
+
+function getWidthOrHeight( elem, dimension, extra ) {
+
+	// Start with computed style
+	var styles = getStyles( elem ),
+
+		// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322).
+		// Fake content-box until we know it's needed to know the true value.
+		boxSizingNeeded = !support.boxSizingReliable() || extra,
+		isBorderBox = boxSizingNeeded &&
+			jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+		valueIsBorderBox = isBorderBox,
+
+		val = curCSS( elem, dimension, styles ),
+		offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 );
+
+	// Support: Firefox <=54
+	// Return a confounding non-pixel value or feign ignorance, as appropriate.
+	if ( rnumnonpx.test( val ) ) {
+		if ( !extra ) {
+			return val;
+		}
+		val = "auto";
+	}
+
+
+	// Support: IE 9 - 11 only
+	// Use offsetWidth/offsetHeight for when box sizing is unreliable.
+	// In those cases, the computed value can be trusted to be border-box.
+	if ( ( !support.boxSizingReliable() && isBorderBox ||
+
+		// Support: IE 10 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Interestingly, in some cases IE 9 doesn't suffer from this issue.
+		!support.reliableTrDimensions() && nodeName( elem, "tr" ) ||
+
+		// Fall back to offsetWidth/offsetHeight when value is "auto"
+		// This happens for inline elements with no explicit setting (gh-3571)
+		val === "auto" ||
+
+		// Support: Android <=4.1 - 4.3 only
+		// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
+		!parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) &&
+
+		// Make sure the element is visible & connected
+		elem.getClientRects().length ) {
+
+		isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
+
+		// Where available, offsetWidth/offsetHeight approximate border box dimensions.
+		// Where not available (e.g., SVG), assume unreliable box-sizing and interpret the
+		// retrieved value as a content box dimension.
+		valueIsBorderBox = offsetProp in elem;
+		if ( valueIsBorderBox ) {
+			val = elem[ offsetProp ];
+		}
+	}
+
+	// Normalize "" and auto
+	val = parseFloat( val ) || 0;
+
+	// Adjust for the element's box model
+	return ( val +
+		boxModelAdjustment(
+			elem,
+			dimension,
+			extra || ( isBorderBox ? "border" : "content" ),
+			valueIsBorderBox,
+			styles,
+
+			// Provide the current computed size to request scroll gutter calculation (gh-3589)
+			val
+		)
+	) + "px";
+}
+
+jQuery.extend( {
+
+	// Add in style property hooks for overriding the default
+	// behavior of getting and setting a style property
+	cssHooks: {
+		opacity: {
+			get: function( elem, computed ) {
+				if ( computed ) {
+
+					// We should always get a number back from opacity
+					var ret = curCSS( elem, "opacity" );
+					return ret === "" ? "1" : ret;
+				}
+			}
+		}
+	},
+
+	// Don't automatically add "px" to these possibly-unitless properties
+	cssNumber: {
+		"animationIterationCount": true,
+		"columnCount": true,
+		"fillOpacity": true,
+		"flexGrow": true,
+		"flexShrink": true,
+		"fontWeight": true,
+		"gridArea": true,
+		"gridColumn": true,
+		"gridColumnEnd": true,
+		"gridColumnStart": true,
+		"gridRow": true,
+		"gridRowEnd": true,
+		"gridRowStart": true,
+		"lineHeight": true,
+		"opacity": true,
+		"order": true,
+		"orphans": true,
+		"widows": true,
+		"zIndex": true,
+		"zoom": true
+	},
+
+	// Add in properties whose names you wish to fix before
+	// setting or getting the value
+	cssProps: {},
+
+	// Get and set the style property on a DOM Node
+	style: function( elem, name, value, extra ) {
+
+		// Don't set styles on text and comment nodes
+		if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) {
+			return;
+		}
+
+		// Make sure that we're working with the right name
+		var ret, type, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name ),
+			style = elem.style;
+
+		// Make sure that we're working with the right name. We don't
+		// want to query the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Gets hook for the prefixed version, then unprefixed version
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// Check if we're setting a value
+		if ( value !== undefined ) {
+			type = typeof value;
+
+			// Convert "+=" or "-=" to relative numbers (#7345)
+			if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) {
+				value = adjustCSS( elem, name, ret );
+
+				// Fixes bug #9237
+				type = "number";
+			}
+
+			// Make sure that null and NaN values aren't set (#7116)
+			if ( value == null || value !== value ) {
+				return;
+			}
+
+			// If a number was passed in, add the unit (except for certain CSS properties)
+			// The isCustomProp check can be removed in jQuery 4.0 when we only auto-append
+			// "px" to a few hardcoded values.
+			if ( type === "number" && !isCustomProp ) {
+				value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" );
+			}
+
+			// background-* props affect original clone's values
+			if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) {
+				style[ name ] = "inherit";
+			}
+
+			// If a hook was provided, use that value, otherwise just set the specified value
+			if ( !hooks || !( "set" in hooks ) ||
+				( value = hooks.set( elem, value, extra ) ) !== undefined ) {
+
+				if ( isCustomProp ) {
+					style.setProperty( name, value );
+				} else {
+					style[ name ] = value;
+				}
+			}
+
+		} else {
+
+			// If a hook was provided get the non-computed value from there
+			if ( hooks && "get" in hooks &&
+				( ret = hooks.get( elem, false, extra ) ) !== undefined ) {
+
+				return ret;
+			}
+
+			// Otherwise just get the value from the style object
+			return style[ name ];
+		}
+	},
+
+	css: function( elem, name, extra, styles ) {
+		var val, num, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name );
+
+		// Make sure that we're working with the right name. We don't
+		// want to modify the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Try prefixed name followed by the unprefixed name
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// If a hook was provided get the computed value from there
+		if ( hooks && "get" in hooks ) {
+			val = hooks.get( elem, true, extra );
+		}
+
+		// Otherwise, if a way to get the computed value exists, use that
+		if ( val === undefined ) {
+			val = curCSS( elem, name, styles );
+		}
+
+		// Convert "normal" to computed value
+		if ( val === "normal" && name in cssNormalTransform ) {
+			val = cssNormalTransform[ name ];
+		}
+
+		// Make numeric if forced or a qualifier was provided and val looks numeric
+		if ( extra === "" || extra ) {
+			num = parseFloat( val );
+			return extra === true || isFinite( num ) ? num || 0 : val;
+		}
+
+		return val;
+	}
+} );
+
+jQuery.each( [ "height", "width" ], function( _i, dimension ) {
+	jQuery.cssHooks[ dimension ] = {
+		get: function( elem, computed, extra ) {
+			if ( computed ) {
+
+				// Certain elements can have dimension info if we invisibly show them
+				// but it must have a current display style that would benefit
+				return rdisplayswap.test( jQuery.css( elem, "display" ) ) &&
+
+					// Support: Safari 8+
+					// Table columns in Safari have non-zero offsetWidth & zero
+					// getBoundingClientRect().width unless display is changed.
+					// Support: IE <=11 only
+					// Running getBoundingClientRect on a disconnected node
+					// in IE throws an error.
+					( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ?
+						swap( elem, cssShow, function() {
+							return getWidthOrHeight( elem, dimension, extra );
+						} ) :
+						getWidthOrHeight( elem, dimension, extra );
+			}
+		},
+
+		set: function( elem, value, extra ) {
+			var matches,
+				styles = getStyles( elem ),
+
+				// Only read styles.position if the test has a chance to fail
+				// to avoid forcing a reflow.
+				scrollboxSizeBuggy = !support.scrollboxSize() &&
+					styles.position === "absolute",
+
+				// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991)
+				boxSizingNeeded = scrollboxSizeBuggy || extra,
+				isBorderBox = boxSizingNeeded &&
+					jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+				subtract = extra ?
+					boxModelAdjustment(
+						elem,
+						dimension,
+						extra,
+						isBorderBox,
+						styles
+					) :
+					0;
+
+			// Account for unreliable border-box dimensions by comparing offset* to computed and
+			// faking a content-box to get border and padding (gh-3699)
+			if ( isBorderBox && scrollboxSizeBuggy ) {
+				subtract -= Math.ceil(
+					elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+					parseFloat( styles[ dimension ] ) -
+					boxModelAdjustment( elem, dimension, "border", false, styles ) -
+					0.5
+				);
+			}
+
+			// Convert to pixels if value adjustment is needed
+			if ( subtract && ( matches = rcssNum.exec( value ) ) &&
+				( matches[ 3 ] || "px" ) !== "px" ) {
+
+				elem.style[ dimension ] = value;
+				value = jQuery.css( elem, dimension );
+			}
+
+			return setPositiveNumber( elem, value, subtract );
+		}
+	};
+} );
+
+jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft,
+	function( elem, computed ) {
+		if ( computed ) {
+			return ( parseFloat( curCSS( elem, "marginLeft" ) ) ||
+				elem.getBoundingClientRect().left -
+					swap( elem, { marginLeft: 0 }, function() {
+						return elem.getBoundingClientRect().left;
+					} )
+				) + "px";
+		}
+	}
+);
+
+// These hooks are used by animate to expand properties
+jQuery.each( {
+	margin: "",
+	padding: "",
+	border: "Width"
+}, function( prefix, suffix ) {
+	jQuery.cssHooks[ prefix + suffix ] = {
+		expand: function( value ) {
+			var i = 0,
+				expanded = {},
+
+				// Assumes a single number if not a string
+				parts = typeof value === "string" ? value.split( " " ) : [ value ];
+
+			for ( ; i < 4; i++ ) {
+				expanded[ prefix + cssExpand[ i ] + suffix ] =
+					parts[ i ] || parts[ i - 2 ] || parts[ 0 ];
+			}
+
+			return expanded;
+		}
+	};
+
+	if ( prefix !== "margin" ) {
+		jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber;
+	}
+} );
+
+jQuery.fn.extend( {
+	css: function( name, value ) {
+		return access( this, function( elem, name, value ) {
+			var styles, len,
+				map = {},
+				i = 0;
+
+			if ( Array.isArray( name ) ) {
+				styles = getStyles( elem );
+				len = name.length;
+
+				for ( ; i < len; i++ ) {
+					map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles );
+				}
+
+				return map;
+			}
+
+			return value !== undefined ?
+				jQuery.style( elem, name, value ) :
+				jQuery.css( elem, name );
+		}, name, value, arguments.length > 1 );
+	}
+} );
+
+
+function Tween( elem, options, prop, end, easing ) {
+	return new Tween.prototype.init( elem, options, prop, end, easing );
+}
+jQuery.Tween = Tween;
+
+Tween.prototype = {
+	constructor: Tween,
+	init: function( elem, options, prop, end, easing, unit ) {
+		this.elem = elem;
+		this.prop = prop;
+		this.easing = easing || jQuery.easing._default;
+		this.options = options;
+		this.start = this.now = this.cur();
+		this.end = end;
+		this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" );
+	},
+	cur: function() {
+		var hooks = Tween.propHooks[ this.prop ];
+
+		return hooks && hooks.get ?
+			hooks.get( this ) :
+			Tween.propHooks._default.get( this );
+	},
+	run: function( percent ) {
+		var eased,
+			hooks = Tween.propHooks[ this.prop ];
+
+		if ( this.options.duration ) {
+			this.pos = eased = jQuery.easing[ this.easing ](
+				percent, this.options.duration * percent, 0, 1, this.options.duration
+			);
+		} else {
+			this.pos = eased = percent;
+		}
+		this.now = ( this.end - this.start ) * eased + this.start;
+
+		if ( this.options.step ) {
+			this.options.step.call( this.elem, this.now, this );
+		}
+
+		if ( hooks && hooks.set ) {
+			hooks.set( this );
+		} else {
+			Tween.propHooks._default.set( this );
+		}
+		return this;
+	}
+};
+
+Tween.prototype.init.prototype = Tween.prototype;
+
+Tween.propHooks = {
+	_default: {
+		get: function( tween ) {
+			var result;
+
+			// Use a property on the element directly when it is not a DOM element,
+			// or when there is no matching style property that exists.
+			if ( tween.elem.nodeType !== 1 ||
+				tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) {
+				return tween.elem[ tween.prop ];
+			}
+
+			// Passing an empty string as a 3rd parameter to .css will automatically
+			// attempt a parseFloat and fallback to a string if the parse fails.
+			// Simple values such as "10px" are parsed to Float;
+			// complex values such as "rotate(1rad)" are returned as-is.
+			result = jQuery.css( tween.elem, tween.prop, "" );
+
+			// Empty strings, null, undefined and "auto" are converted to 0.
+			return !result || result === "auto" ? 0 : result;
+		},
+		set: function( tween ) {
+
+			// Use step hook for back compat.
+			// Use cssHook if its there.
+			// Use .style if available and use plain properties where available.
+			if ( jQuery.fx.step[ tween.prop ] ) {
+				jQuery.fx.step[ tween.prop ]( tween );
+			} else if ( tween.elem.nodeType === 1 && (
+					jQuery.cssHooks[ tween.prop ] ||
+					tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) {
+				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
+			} else {
+				tween.elem[ tween.prop ] = tween.now;
+			}
+		}
+	}
+};
+
+// Support: IE <=9 only
+// Panic based approach to setting things on disconnected nodes
+Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = {
+	set: function( tween ) {
+		if ( tween.elem.nodeType && tween.elem.parentNode ) {
+			tween.elem[ tween.prop ] = tween.now;
+		}
+	}
+};
+
+jQuery.easing = {
+	linear: function( p ) {
+		return p;
+	},
+	swing: function( p ) {
+		return 0.5 - Math.cos( p * Math.PI ) / 2;
+	},
+	_default: "swing"
+};
+
+jQuery.fx = Tween.prototype.init;
+
+// Back compat <1.8 extension point
+jQuery.fx.step = {};
+
+
+
+
+var
+	fxNow, inProgress,
+	rfxtypes = /^(?:toggle|show|hide)$/,
+	rrun = /queueHooks$/;
+
+function schedule() {
+	if ( inProgress ) {
+		if ( document.hidden === false && window.requestAnimationFrame ) {
+			window.requestAnimationFrame( schedule );
+		} else {
+			window.setTimeout( schedule, jQuery.fx.interval );
+		}
+
+		jQuery.fx.tick();
+	}
+}
+
+// Animations created synchronously will run synchronously
+function createFxNow() {
+	window.setTimeout( function() {
+		fxNow = undefined;
+	} );
+	return ( fxNow = Date.now() );
+}
+
+// Generate parameters to create a standard animation
+function genFx( type, includeWidth ) {
+	var which,
+		i = 0,
+		attrs = { height: type };
+
+	// If we include width, step value is 1 to do all cssExpand values,
+	// otherwise step value is 2 to skip over Left and Right
+	includeWidth = includeWidth ? 1 : 0;
+	for ( ; i < 4; i += 2 - includeWidth ) {
+		which = cssExpand[ i ];
+		attrs[ "margin" + which ] = attrs[ "padding" + which ] = type;
+	}
+
+	if ( includeWidth ) {
+		attrs.opacity = attrs.width = type;
+	}
+
+	return attrs;
+}
+
+function createTween( value, prop, animation ) {
+	var tween,
+		collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ),
+		index = 0,
+		length = collection.length;
+	for ( ; index < length; index++ ) {
+		if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) {
+
+			// We're done with this property
+			return tween;
+		}
+	}
+}
+
+function defaultPrefilter( elem, props, opts ) {
+	var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display,
+		isBox = "width" in props || "height" in props,
+		anim = this,
+		orig = {},
+		style = elem.style,
+		hidden = elem.nodeType && isHiddenWithinTree( elem ),
+		dataShow = dataPriv.get( elem, "fxshow" );
+
+	// Queue-skipping animations hijack the fx hooks
+	if ( !opts.queue ) {
+		hooks = jQuery._queueHooks( elem, "fx" );
+		if ( hooks.unqueued == null ) {
+			hooks.unqueued = 0;
+			oldfire = hooks.empty.fire;
+			hooks.empty.fire = function() {
+				if ( !hooks.unqueued ) {
+					oldfire();
+				}
+			};
+		}
+		hooks.unqueued++;
+
+		anim.always( function() {
+
+			// Ensure the complete handler is called before this completes
+			anim.always( function() {
+				hooks.unqueued--;
+				if ( !jQuery.queue( elem, "fx" ).length ) {
+					hooks.empty.fire();
+				}
+			} );
+		} );
+	}
+
+	// Detect show/hide animations
+	for ( prop in props ) {
+		value = props[ prop ];
+		if ( rfxtypes.test( value ) ) {
+			delete props[ prop ];
+			toggle = toggle || value === "toggle";
+			if ( value === ( hidden ? "hide" : "show" ) ) {
+
+				// Pretend to be hidden if this is a "show" and
+				// there is still data from a stopped show/hide
+				if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) {
+					hidden = true;
+
+				// Ignore all other no-op show/hide data
+				} else {
+					continue;
+				}
+			}
+			orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop );
+		}
+	}
+
+	// Bail out if this is a no-op like .hide().hide()
+	propTween = !jQuery.isEmptyObject( props );
+	if ( !propTween && jQuery.isEmptyObject( orig ) ) {
+		return;
+	}
+
+	// Restrict "overflow" and "display" styles during box animations
+	if ( isBox && elem.nodeType === 1 ) {
+
+		// Support: IE <=9 - 11, Edge 12 - 15
+		// Record all 3 overflow attributes because IE does not infer the shorthand
+		// from identically-valued overflowX and overflowY and Edge just mirrors
+		// the overflowX value there.
+		opts.overflow = [ style.overflow, style.overflowX, style.overflowY ];
+
+		// Identify a display type, preferring old show/hide data over the CSS cascade
+		restoreDisplay = dataShow && dataShow.display;
+		if ( restoreDisplay == null ) {
+			restoreDisplay = dataPriv.get( elem, "display" );
+		}
+		display = jQuery.css( elem, "display" );
+		if ( display === "none" ) {
+			if ( restoreDisplay ) {
+				display = restoreDisplay;
+			} else {
+
+				// Get nonempty value(s) by temporarily forcing visibility
+				showHide( [ elem ], true );
+				restoreDisplay = elem.style.display || restoreDisplay;
+				display = jQuery.css( elem, "display" );
+				showHide( [ elem ] );
+			}
+		}
+
+		// Animate inline elements as inline-block
+		if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) {
+			if ( jQuery.css( elem, "float" ) === "none" ) {
+
+				// Restore the original display value at the end of pure show/hide animations
+				if ( !propTween ) {
+					anim.done( function() {
+						style.display = restoreDisplay;
+					} );
+					if ( restoreDisplay == null ) {
+						display = style.display;
+						restoreDisplay = display === "none" ? "" : display;
+					}
+				}
+				style.display = "inline-block";
+			}
+		}
+	}
+
+	if ( opts.overflow ) {
+		style.overflow = "hidden";
+		anim.always( function() {
+			style.overflow = opts.overflow[ 0 ];
+			style.overflowX = opts.overflow[ 1 ];
+			style.overflowY = opts.overflow[ 2 ];
+		} );
+	}
+
+	// Implement show/hide animations
+	propTween = false;
+	for ( prop in orig ) {
+
+		// General show/hide setup for this element animation
+		if ( !propTween ) {
+			if ( dataShow ) {
+				if ( "hidden" in dataShow ) {
+					hidden = dataShow.hidden;
+				}
+			} else {
+				dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } );
+			}
+
+			// Store hidden/visible for toggle so `.stop().toggle()` "reverses"
+			if ( toggle ) {
+				dataShow.hidden = !hidden;
+			}
+
+			// Show elements before animating them
+			if ( hidden ) {
+				showHide( [ elem ], true );
+			}
+
+			/* eslint-disable no-loop-func */
+
+			anim.done( function() {
+
+			/* eslint-enable no-loop-func */
+
+				// The final step of a "hide" animation is actually hiding the element
+				if ( !hidden ) {
+					showHide( [ elem ] );
+				}
+				dataPriv.remove( elem, "fxshow" );
+				for ( prop in orig ) {
+					jQuery.style( elem, prop, orig[ prop ] );
+				}
+			} );
+		}
+
+		// Per-property setup
+		propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim );
+		if ( !( prop in dataShow ) ) {
+			dataShow[ prop ] = propTween.start;
+			if ( hidden ) {
+				propTween.end = propTween.start;
+				propTween.start = 0;
+			}
+		}
+	}
+}
+
+function propFilter( props, specialEasing ) {
+	var index, name, easing, value, hooks;
+
+	// camelCase, specialEasing and expand cssHook pass
+	for ( index in props ) {
+		name = camelCase( index );
+		easing = specialEasing[ name ];
+		value = props[ index ];
+		if ( Array.isArray( value ) ) {
+			easing = value[ 1 ];
+			value = props[ index ] = value[ 0 ];
+		}
+
+		if ( index !== name ) {
+			props[ name ] = value;
+			delete props[ index ];
+		}
+
+		hooks = jQuery.cssHooks[ name ];
+		if ( hooks && "expand" in hooks ) {
+			value = hooks.expand( value );
+			delete props[ name ];
+
+			// Not quite $.extend, this won't overwrite existing keys.
+			// Reusing 'index' because we have the correct "name"
+			for ( index in value ) {
+				if ( !( index in props ) ) {
+					props[ index ] = value[ index ];
+					specialEasing[ index ] = easing;
+				}
+			}
+		} else {
+			specialEasing[ name ] = easing;
+		}
+	}
+}
+
+function Animation( elem, properties, options ) {
+	var result,
+		stopped,
+		index = 0,
+		length = Animation.prefilters.length,
+		deferred = jQuery.Deferred().always( function() {
+
+			// Don't match elem in the :animated selector
+			delete tick.elem;
+		} ),
+		tick = function() {
+			if ( stopped ) {
+				return false;
+			}
+			var currentTime = fxNow || createFxNow(),
+				remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ),
+
+				// Support: Android 2.3 only
+				// Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497)
+				temp = remaining / animation.duration || 0,
+				percent = 1 - temp,
+				index = 0,
+				length = animation.tweens.length;
+
+			for ( ; index < length; index++ ) {
+				animation.tweens[ index ].run( percent );
+			}
+
+			deferred.notifyWith( elem, [ animation, percent, remaining ] );
+
+			// If there's more to do, yield
+			if ( percent < 1 && length ) {
+				return remaining;
+			}
+
+			// If this was an empty animation, synthesize a final progress notification
+			if ( !length ) {
+				deferred.notifyWith( elem, [ animation, 1, 0 ] );
+			}
+
+			// Resolve the animation and report its conclusion
+			deferred.resolveWith( elem, [ animation ] );
+			return false;
+		},
+		animation = deferred.promise( {
+			elem: elem,
+			props: jQuery.extend( {}, properties ),
+			opts: jQuery.extend( true, {
+				specialEasing: {},
+				easing: jQuery.easing._default
+			}, options ),
+			originalProperties: properties,
+			originalOptions: options,
+			startTime: fxNow || createFxNow(),
+			duration: options.duration,
+			tweens: [],
+			createTween: function( prop, end ) {
+				var tween = jQuery.Tween( elem, animation.opts, prop, end,
+						animation.opts.specialEasing[ prop ] || animation.opts.easing );
+				animation.tweens.push( tween );
+				return tween;
+			},
+			stop: function( gotoEnd ) {
+				var index = 0,
+
+					// If we are going to the end, we want to run all the tweens
+					// otherwise we skip this part
+					length = gotoEnd ? animation.tweens.length : 0;
+				if ( stopped ) {
+					return this;
+				}
+				stopped = true;
+				for ( ; index < length; index++ ) {
+					animation.tweens[ index ].run( 1 );
+				}
+
+				// Resolve when we played the last frame; otherwise, reject
+				if ( gotoEnd ) {
+					deferred.notifyWith( elem, [ animation, 1, 0 ] );
+					deferred.resolveWith( elem, [ animation, gotoEnd ] );
+				} else {
+					deferred.rejectWith( elem, [ animation, gotoEnd ] );
+				}
+				return this;
+			}
+		} ),
+		props = animation.props;
+
+	propFilter( props, animation.opts.specialEasing );
+
+	for ( ; index < length; index++ ) {
+		result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts );
+		if ( result ) {
+			if ( isFunction( result.stop ) ) {
+				jQuery._queueHooks( animation.elem, animation.opts.queue ).stop =
+					result.stop.bind( result );
+			}
+			return result;
+		}
+	}
+
+	jQuery.map( props, createTween, animation );
+
+	if ( isFunction( animation.opts.start ) ) {
+		animation.opts.start.call( elem, animation );
+	}
+
+	// Attach callbacks from options
+	animation
+		.progress( animation.opts.progress )
+		.done( animation.opts.done, animation.opts.complete )
+		.fail( animation.opts.fail )
+		.always( animation.opts.always );
+
+	jQuery.fx.timer(
+		jQuery.extend( tick, {
+			elem: elem,
+			anim: animation,
+			queue: animation.opts.queue
+		} )
+	);
+
+	return animation;
+}
+
+jQuery.Animation = jQuery.extend( Animation, {
+
+	tweeners: {
+		"*": [ function( prop, value ) {
+			var tween = this.createTween( prop, value );
+			adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween );
+			return tween;
+		} ]
+	},
+
+	tweener: function( props, callback ) {
+		if ( isFunction( props ) ) {
+			callback = props;
+			props = [ "*" ];
+		} else {
+			props = props.match( rnothtmlwhite );
+		}
+
+		var prop,
+			index = 0,
+			length = props.length;
+
+		for ( ; index < length; index++ ) {
+			prop = props[ index ];
+			Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || [];
+			Animation.tweeners[ prop ].unshift( callback );
+		}
+	},
+
+	prefilters: [ defaultPrefilter ],
+
+	prefilter: function( callback, prepend ) {
+		if ( prepend ) {
+			Animation.prefilters.unshift( callback );
+		} else {
+			Animation.prefilters.push( callback );
+		}
+	}
+} );
+
+jQuery.speed = function( speed, easing, fn ) {
+	var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : {
+		complete: fn || !fn && easing ||
+			isFunction( speed ) && speed,
+		duration: speed,
+		easing: fn && easing || easing && !isFunction( easing ) && easing
+	};
+
+	// Go to the end state if fx are off
+	if ( jQuery.fx.off ) {
+		opt.duration = 0;
+
+	} else {
+		if ( typeof opt.duration !== "number" ) {
+			if ( opt.duration in jQuery.fx.speeds ) {
+				opt.duration = jQuery.fx.speeds[ opt.duration ];
+
+			} else {
+				opt.duration = jQuery.fx.speeds._default;
+			}
+		}
+	}
+
+	// Normalize opt.queue - true/undefined/null -> "fx"
+	if ( opt.queue == null || opt.queue === true ) {
+		opt.queue = "fx";
+	}
+
+	// Queueing
+	opt.old = opt.complete;
+
+	opt.complete = function() {
+		if ( isFunction( opt.old ) ) {
+			opt.old.call( this );
+		}
+
+		if ( opt.queue ) {
+			jQuery.dequeue( this, opt.queue );
+		}
+	};
+
+	return opt;
+};
+
+jQuery.fn.extend( {
+	fadeTo: function( speed, to, easing, callback ) {
+
+		// Show any hidden elements after setting opacity to 0
+		return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show()
+
+			// Animate to the value specified
+			.end().animate( { opacity: to }, speed, easing, callback );
+	},
+	animate: function( prop, speed, easing, callback ) {
+		var empty = jQuery.isEmptyObject( prop ),
+			optall = jQuery.speed( speed, easing, callback ),
+			doAnimation = function() {
+
+				// Operate on a copy of prop so per-property easing won't be lost
+				var anim = Animation( this, jQuery.extend( {}, prop ), optall );
+
+				// Empty animations, or finishing resolves immediately
+				if ( empty || dataPriv.get( this, "finish" ) ) {
+					anim.stop( true );
+				}
+			};
+			doAnimation.finish = doAnimation;
+
+		return empty || optall.queue === false ?
+			this.each( doAnimation ) :
+			this.queue( optall.queue, doAnimation );
+	},
+	stop: function( type, clearQueue, gotoEnd ) {
+		var stopQueue = function( hooks ) {
+			var stop = hooks.stop;
+			delete hooks.stop;
+			stop( gotoEnd );
+		};
+
+		if ( typeof type !== "string" ) {
+			gotoEnd = clearQueue;
+			clearQueue = type;
+			type = undefined;
+		}
+		if ( clearQueue ) {
+			this.queue( type || "fx", [] );
+		}
+
+		return this.each( function() {
+			var dequeue = true,
+				index = type != null && type + "queueHooks",
+				timers = jQuery.timers,
+				data = dataPriv.get( this );
+
+			if ( index ) {
+				if ( data[ index ] && data[ index ].stop ) {
+					stopQueue( data[ index ] );
+				}
+			} else {
+				for ( index in data ) {
+					if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) {
+						stopQueue( data[ index ] );
+					}
+				}
+			}
+
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this &&
+					( type == null || timers[ index ].queue === type ) ) {
+
+					timers[ index ].anim.stop( gotoEnd );
+					dequeue = false;
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Start the next in the queue if the last step wasn't forced.
+			// Timers currently will call their complete callbacks, which
+			// will dequeue but only if they were gotoEnd.
+			if ( dequeue || !gotoEnd ) {
+				jQuery.dequeue( this, type );
+			}
+		} );
+	},
+	finish: function( type ) {
+		if ( type !== false ) {
+			type = type || "fx";
+		}
+		return this.each( function() {
+			var index,
+				data = dataPriv.get( this ),
+				queue = data[ type + "queue" ],
+				hooks = data[ type + "queueHooks" ],
+				timers = jQuery.timers,
+				length = queue ? queue.length : 0;
+
+			// Enable finishing flag on private data
+			data.finish = true;
+
+			// Empty the queue first
+			jQuery.queue( this, type, [] );
+
+			if ( hooks && hooks.stop ) {
+				hooks.stop.call( this, true );
+			}
+
+			// Look for any active animations, and finish them
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this && timers[ index ].queue === type ) {
+					timers[ index ].anim.stop( true );
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Look for any animations in the old queue and finish them
+			for ( index = 0; index < length; index++ ) {
+				if ( queue[ index ] && queue[ index ].finish ) {
+					queue[ index ].finish.call( this );
+				}
+			}
+
+			// Turn off finishing flag
+			delete data.finish;
+		} );
+	}
+} );
+
+jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) {
+	var cssFn = jQuery.fn[ name ];
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return speed == null || typeof speed === "boolean" ?
+			cssFn.apply( this, arguments ) :
+			this.animate( genFx( name, true ), speed, easing, callback );
+	};
+} );
+
+// Generate shortcuts for custom animations
+jQuery.each( {
+	slideDown: genFx( "show" ),
+	slideUp: genFx( "hide" ),
+	slideToggle: genFx( "toggle" ),
+	fadeIn: { opacity: "show" },
+	fadeOut: { opacity: "hide" },
+	fadeToggle: { opacity: "toggle" }
+}, function( name, props ) {
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return this.animate( props, speed, easing, callback );
+	};
+} );
+
+jQuery.timers = [];
+jQuery.fx.tick = function() {
+	var timer,
+		i = 0,
+		timers = jQuery.timers;
+
+	fxNow = Date.now();
+
+	for ( ; i < timers.length; i++ ) {
+		timer = timers[ i ];
+
+		// Run the timer and safely remove it when done (allowing for external removal)
+		if ( !timer() && timers[ i ] === timer ) {
+			timers.splice( i--, 1 );
+		}
+	}
+
+	if ( !timers.length ) {
+		jQuery.fx.stop();
+	}
+	fxNow = undefined;
+};
+
+jQuery.fx.timer = function( timer ) {
+	jQuery.timers.push( timer );
+	jQuery.fx.start();
+};
+
+jQuery.fx.interval = 13;
+jQuery.fx.start = function() {
+	if ( inProgress ) {
+		return;
+	}
+
+	inProgress = true;
+	schedule();
+};
+
+jQuery.fx.stop = function() {
+	inProgress = null;
+};
+
+jQuery.fx.speeds = {
+	slow: 600,
+	fast: 200,
+
+	// Default speed
+	_default: 400
+};
+
+
+// Based off of the plugin by Clint Helfers, with permission.
+// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/
+jQuery.fn.delay = function( time, type ) {
+	time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time;
+	type = type || "fx";
+
+	return this.queue( type, function( next, hooks ) {
+		var timeout = window.setTimeout( next, time );
+		hooks.stop = function() {
+			window.clearTimeout( timeout );
+		};
+	} );
+};
+
+
+( function() {
+	var input = document.createElement( "input" ),
+		select = document.createElement( "select" ),
+		opt = select.appendChild( document.createElement( "option" ) );
+
+	input.type = "checkbox";
+
+	// Support: Android <=4.3 only
+	// Default value for a checkbox should be "on"
+	support.checkOn = input.value !== "";
+
+	// Support: IE <=11 only
+	// Must access selectedIndex to make default options select
+	support.optSelected = opt.selected;
+
+	// Support: IE <=11 only
+	// An input loses its value after becoming a radio
+	input = document.createElement( "input" );
+	input.value = "t";
+	input.type = "radio";
+	support.radioValue = input.value === "t";
+} )();
+
+
+var boolHook,
+	attrHandle = jQuery.expr.attrHandle;
+
+jQuery.fn.extend( {
+	attr: function( name, value ) {
+		return access( this, jQuery.attr, name, value, arguments.length > 1 );
+	},
+
+	removeAttr: function( name ) {
+		return this.each( function() {
+			jQuery.removeAttr( this, name );
+		} );
+	}
+} );
+
+jQuery.extend( {
+	attr: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set attributes on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		// Fallback to prop when attributes are not supported
+		if ( typeof elem.getAttribute === "undefined" ) {
+			return jQuery.prop( elem, name, value );
+		}
+
+		// Attribute hooks are determined by the lowercase version
+		// Grab necessary hook if one is defined
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+			hooks = jQuery.attrHooks[ name.toLowerCase() ] ||
+				( jQuery.expr.match.bool.test( name ) ? boolHook : undefined );
+		}
+
+		if ( value !== undefined ) {
+			if ( value === null ) {
+				jQuery.removeAttr( elem, name );
+				return;
+			}
+
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			elem.setAttribute( name, value + "" );
+			return value;
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		ret = jQuery.find.attr( elem, name );
+
+		// Non-existent attributes return null, we normalize to undefined
+		return ret == null ? undefined : ret;
+	},
+
+	attrHooks: {
+		type: {
+			set: function( elem, value ) {
+				if ( !support.radioValue && value === "radio" &&
+					nodeName( elem, "input" ) ) {
+					var val = elem.value;
+					elem.setAttribute( "type", value );
+					if ( val ) {
+						elem.value = val;
+					}
+					return value;
+				}
+			}
+		}
+	},
+
+	removeAttr: function( elem, value ) {
+		var name,
+			i = 0,
+
+			// Attribute names can contain non-HTML whitespace characters
+			// https://html.spec.whatwg.org/multipage/syntax.html#attributes-2
+			attrNames = value && value.match( rnothtmlwhite );
+
+		if ( attrNames && elem.nodeType === 1 ) {
+			while ( ( name = attrNames[ i++ ] ) ) {
+				elem.removeAttribute( name );
+			}
+		}
+	}
+} );
+
+// Hooks for boolean attributes
+boolHook = {
+	set: function( elem, value, name ) {
+		if ( value === false ) {
+
+			// Remove boolean attributes when set to false
+			jQuery.removeAttr( elem, name );
+		} else {
+			elem.setAttribute( name, name );
+		}
+		return name;
+	}
+};
+
+jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) {
+	var getter = attrHandle[ name ] || jQuery.find.attr;
+
+	attrHandle[ name ] = function( elem, name, isXML ) {
+		var ret, handle,
+			lowercaseName = name.toLowerCase();
+
+		if ( !isXML ) {
+
+			// Avoid an infinite loop by temporarily removing this function from the getter
+			handle = attrHandle[ lowercaseName ];
+			attrHandle[ lowercaseName ] = ret;
+			ret = getter( elem, name, isXML ) != null ?
+				lowercaseName :
+				null;
+			attrHandle[ lowercaseName ] = handle;
+		}
+		return ret;
+	};
+} );
+
+
+
+
+var rfocusable = /^(?:input|select|textarea|button)$/i,
+	rclickable = /^(?:a|area)$/i;
+
+jQuery.fn.extend( {
+	prop: function( name, value ) {
+		return access( this, jQuery.prop, name, value, arguments.length > 1 );
+	},
+
+	removeProp: function( name ) {
+		return this.each( function() {
+			delete this[ jQuery.propFix[ name ] || name ];
+		} );
+	}
+} );
+
+jQuery.extend( {
+	prop: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set properties on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+
+			// Fix name and attach hooks
+			name = jQuery.propFix[ name ] || name;
+			hooks = jQuery.propHooks[ name ];
+		}
+
+		if ( value !== undefined ) {
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			return ( elem[ name ] = value );
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		return elem[ name ];
+	},
+
+	propHooks: {
+		tabIndex: {
+			get: function( elem ) {
+
+				// Support: IE <=9 - 11 only
+				// elem.tabIndex doesn't always return the
+				// correct value when it hasn't been explicitly set
+				// https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/
+				// Use proper attribute retrieval(#12072)
+				var tabindex = jQuery.find.attr( elem, "tabindex" );
+
+				if ( tabindex ) {
+					return parseInt( tabindex, 10 );
+				}
+
+				if (
+					rfocusable.test( elem.nodeName ) ||
+					rclickable.test( elem.nodeName ) &&
+					elem.href
+				) {
+					return 0;
+				}
+
+				return -1;
+			}
+		}
+	},
+
+	propFix: {
+		"for": "htmlFor",
+		"class": "className"
+	}
+} );
+
+// Support: IE <=11 only
+// Accessing the selectedIndex property
+// forces the browser to respect setting selected
+// on the option
+// The getter ensures a default option is selected
+// when in an optgroup
+// eslint rule "no-unused-expressions" is disabled for this code
+// since it considers such accessions noop
+if ( !support.optSelected ) {
+	jQuery.propHooks.selected = {
+		get: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent && parent.parentNode ) {
+				parent.parentNode.selectedIndex;
+			}
+			return null;
+		},
+		set: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent ) {
+				parent.selectedIndex;
+
+				if ( parent.parentNode ) {
+					parent.parentNode.selectedIndex;
+				}
+			}
+		}
+	};
+}
+
+jQuery.each( [
+	"tabIndex",
+	"readOnly",
+	"maxLength",
+	"cellSpacing",
+	"cellPadding",
+	"rowSpan",
+	"colSpan",
+	"useMap",
+	"frameBorder",
+	"contentEditable"
+], function() {
+	jQuery.propFix[ this.toLowerCase() ] = this;
+} );
+
+
+
+
+	// Strip and collapse whitespace according to HTML spec
+	// https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace
+	function stripAndCollapse( value ) {
+		var tokens = value.match( rnothtmlwhite ) || [];
+		return tokens.join( " " );
+	}
+
+
+function getClass( elem ) {
+	return elem.getAttribute && elem.getAttribute( "class" ) || "";
+}
+
+function classesToArray( value ) {
+	if ( Array.isArray( value ) ) {
+		return value;
+	}
+	if ( typeof value === "string" ) {
+		return value.match( rnothtmlwhite ) || [];
+	}
+	return [];
+}
+
+jQuery.fn.extend( {
+	addClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).addClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+						if ( cur.indexOf( " " + clazz + " " ) < 0 ) {
+							cur += clazz + " ";
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	removeClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		if ( !arguments.length ) {
+			return this.attr( "class", "" );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+
+				// This expression is here for better compressibility (see addClass)
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+
+						// Remove *all* instances
+						while ( cur.indexOf( " " + clazz + " " ) > -1 ) {
+							cur = cur.replace( " " + clazz + " ", " " );
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	toggleClass: function( value, stateVal ) {
+		var type = typeof value,
+			isValidValue = type === "string" || Array.isArray( value );
+
+		if ( typeof stateVal === "boolean" && isValidValue ) {
+			return stateVal ? this.addClass( value ) : this.removeClass( value );
+		}
+
+		if ( isFunction( value ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).toggleClass(
+					value.call( this, i, getClass( this ), stateVal ),
+					stateVal
+				);
+			} );
+		}
+
+		return this.each( function() {
+			var className, i, self, classNames;
+
+			if ( isValidValue ) {
+
+				// Toggle individual class names
+				i = 0;
+				self = jQuery( this );
+				classNames = classesToArray( value );
+
+				while ( ( className = classNames[ i++ ] ) ) {
+
+					// Check each className given, space separated list
+					if ( self.hasClass( className ) ) {
+						self.removeClass( className );
+					} else {
+						self.addClass( className );
+					}
+				}
+
+			// Toggle whole class name
+			} else if ( value === undefined || type === "boolean" ) {
+				className = getClass( this );
+				if ( className ) {
+
+					// Store className if set
+					dataPriv.set( this, "__className__", className );
+				}
+
+				// If the element has a class name or if we're passed `false`,
+				// then remove the whole classname (if there was one, the above saved it).
+				// Otherwise bring back whatever was previously saved (if anything),
+				// falling back to the empty string if nothing was stored.
+				if ( this.setAttribute ) {
+					this.setAttribute( "class",
+						className || value === false ?
+						"" :
+						dataPriv.get( this, "__className__" ) || ""
+					);
+				}
+			}
+		} );
+	},
+
+	hasClass: function( selector ) {
+		var className, elem,
+			i = 0;
+
+		className = " " + selector + " ";
+		while ( ( elem = this[ i++ ] ) ) {
+			if ( elem.nodeType === 1 &&
+				( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) {
+					return true;
+			}
+		}
+
+		return false;
+	}
+} );
+
+
+
+
+var rreturn = /\r/g;
+
+jQuery.fn.extend( {
+	val: function( value ) {
+		var hooks, ret, valueIsFunction,
+			elem = this[ 0 ];
+
+		if ( !arguments.length ) {
+			if ( elem ) {
+				hooks = jQuery.valHooks[ elem.type ] ||
+					jQuery.valHooks[ elem.nodeName.toLowerCase() ];
+
+				if ( hooks &&
+					"get" in hooks &&
+					( ret = hooks.get( elem, "value" ) ) !== undefined
+				) {
+					return ret;
+				}
+
+				ret = elem.value;
+
+				// Handle most common string cases
+				if ( typeof ret === "string" ) {
+					return ret.replace( rreturn, "" );
+				}
+
+				// Handle cases where value is null/undef or number
+				return ret == null ? "" : ret;
+			}
+
+			return;
+		}
+
+		valueIsFunction = isFunction( value );
+
+		return this.each( function( i ) {
+			var val;
+
+			if ( this.nodeType !== 1 ) {
+				return;
+			}
+
+			if ( valueIsFunction ) {
+				val = value.call( this, i, jQuery( this ).val() );
+			} else {
+				val = value;
+			}
+
+			// Treat null/undefined as ""; convert numbers to string
+			if ( val == null ) {
+				val = "";
+
+			} else if ( typeof val === "number" ) {
+				val += "";
+
+			} else if ( Array.isArray( val ) ) {
+				val = jQuery.map( val, function( value ) {
+					return value == null ? "" : value + "";
+				} );
+			}
+
+			hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ];
+
+			// If set returns undefined, fall back to normal setting
+			if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) {
+				this.value = val;
+			}
+		} );
+	}
+} );
+
+jQuery.extend( {
+	valHooks: {
+		option: {
+			get: function( elem ) {
+
+				var val = jQuery.find.attr( elem, "value" );
+				return val != null ?
+					val :
+
+					// Support: IE <=10 - 11 only
+					// option.text throws exceptions (#14686, #14858)
+					// Strip and collapse whitespace
+					// https://html.spec.whatwg.org/#strip-and-collapse-whitespace
+					stripAndCollapse( jQuery.text( elem ) );
+			}
+		},
+		select: {
+			get: function( elem ) {
+				var value, option, i,
+					options = elem.options,
+					index = elem.selectedIndex,
+					one = elem.type === "select-one",
+					values = one ? null : [],
+					max = one ? index + 1 : options.length;
+
+				if ( index < 0 ) {
+					i = max;
+
+				} else {
+					i = one ? index : 0;
+				}
+
+				// Loop through all the selected options
+				for ( ; i < max; i++ ) {
+					option = options[ i ];
+
+					// Support: IE <=9 only
+					// IE8-9 doesn't update selected after form reset (#2551)
+					if ( ( option.selected || i === index ) &&
+
+							// Don't return options that are disabled or in a disabled optgroup
+							!option.disabled &&
+							( !option.parentNode.disabled ||
+								!nodeName( option.parentNode, "optgroup" ) ) ) {
+
+						// Get the specific value for the option
+						value = jQuery( option ).val();
+
+						// We don't need an array for one selects
+						if ( one ) {
+							return value;
+						}
+
+						// Multi-Selects return an array
+						values.push( value );
+					}
+				}
+
+				return values;
+			},
+
+			set: function( elem, value ) {
+				var optionSet, option,
+					options = elem.options,
+					values = jQuery.makeArray( value ),
+					i = options.length;
+
+				while ( i-- ) {
+					option = options[ i ];
+
+					/* eslint-disable no-cond-assign */
+
+					if ( option.selected =
+						jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1
+					) {
+						optionSet = true;
+					}
+
+					/* eslint-enable no-cond-assign */
+				}
+
+				// Force browsers to behave consistently when non-matching value is set
+				if ( !optionSet ) {
+					elem.selectedIndex = -1;
+				}
+				return values;
+			}
+		}
+	}
+} );
+
+// Radios and checkboxes getter/setter
+jQuery.each( [ "radio", "checkbox" ], function() {
+	jQuery.valHooks[ this ] = {
+		set: function( elem, value ) {
+			if ( Array.isArray( value ) ) {
+				return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 );
+			}
+		}
+	};
+	if ( !support.checkOn ) {
+		jQuery.valHooks[ this ].get = function( elem ) {
+			return elem.getAttribute( "value" ) === null ? "on" : elem.value;
+		};
+	}
+} );
+
+
+
+
+// Return jQuery for attributes-only inclusion
+
+
+support.focusin = "onfocusin" in window;
+
+
+var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/,
+	stopPropagationCallback = function( e ) {
+		e.stopPropagation();
+	};
+
+jQuery.extend( jQuery.event, {
+
+	trigger: function( event, data, elem, onlyHandlers ) {
+
+		var i, cur, tmp, bubbleType, ontype, handle, special, lastElement,
+			eventPath = [ elem || document ],
+			type = hasOwn.call( event, "type" ) ? event.type : event,
+			namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : [];
+
+		cur = lastElement = tmp = elem = elem || document;
+
+		// Don't do events on text and comment nodes
+		if ( elem.nodeType === 3 || elem.nodeType === 8 ) {
+			return;
+		}
+
+		// focus/blur morphs to focusin/out; ensure we're not firing them right now
+		if ( rfocusMorph.test( type + jQuery.event.triggered ) ) {
+			return;
+		}
+
+		if ( type.indexOf( "." ) > -1 ) {
+
+			// Namespaced trigger; create a regexp to match event type in handle()
+			namespaces = type.split( "." );
+			type = namespaces.shift();
+			namespaces.sort();
+		}
+		ontype = type.indexOf( ":" ) < 0 && "on" + type;
+
+		// Caller can pass in a jQuery.Event object, Object, or just an event type string
+		event = event[ jQuery.expando ] ?
+			event :
+			new jQuery.Event( type, typeof event === "object" && event );
+
+		// Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true)
+		event.isTrigger = onlyHandlers ? 2 : 3;
+		event.namespace = namespaces.join( "." );
+		event.rnamespace = event.namespace ?
+			new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) :
+			null;
+
+		// Clean up the event in case it is being reused
+		event.result = undefined;
+		if ( !event.target ) {
+			event.target = elem;
+		}
+
+		// Clone any incoming data and prepend the event, creating the handler arg list
+		data = data == null ?
+			[ event ] :
+			jQuery.makeArray( data, [ event ] );
+
+		// Allow special events to draw outside the lines
+		special = jQuery.event.special[ type ] || {};
+		if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) {
+			return;
+		}
+
+		// Determine event propagation path in advance, per W3C events spec (#9951)
+		// Bubble up to document, then to window; watch for a global ownerDocument var (#9724)
+		if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) {
+
+			bubbleType = special.delegateType || type;
+			if ( !rfocusMorph.test( bubbleType + type ) ) {
+				cur = cur.parentNode;
+			}
+			for ( ; cur; cur = cur.parentNode ) {
+				eventPath.push( cur );
+				tmp = cur;
+			}
+
+			// Only add window if we got to document (e.g., not plain obj or detached DOM)
+			if ( tmp === ( elem.ownerDocument || document ) ) {
+				eventPath.push( tmp.defaultView || tmp.parentWindow || window );
+			}
+		}
+
+		// Fire handlers on the event path
+		i = 0;
+		while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) {
+			lastElement = cur;
+			event.type = i > 1 ?
+				bubbleType :
+				special.bindType || type;
+
+			// jQuery handler
+			handle = (
+					dataPriv.get( cur, "events" ) || Object.create( null )
+				)[ event.type ] &&
+				dataPriv.get( cur, "handle" );
+			if ( handle ) {
+				handle.apply( cur, data );
+			}
+
+			// Native handler
+			handle = ontype && cur[ ontype ];
+			if ( handle && handle.apply && acceptData( cur ) ) {
+				event.result = handle.apply( cur, data );
+				if ( event.result === false ) {
+					event.preventDefault();
+				}
+			}
+		}
+		event.type = type;
+
+		// If nobody prevented the default action, do it now
+		if ( !onlyHandlers && !event.isDefaultPrevented() ) {
+
+			if ( ( !special._default ||
+				special._default.apply( eventPath.pop(), data ) === false ) &&
+				acceptData( elem ) ) {
+
+				// Call a native DOM method on the target with the same name as the event.
+				// Don't do default actions on window, that's where global variables be (#6170)
+				if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) {
+
+					// Don't re-trigger an onFOO event when we call its FOO() method
+					tmp = elem[ ontype ];
+
+					if ( tmp ) {
+						elem[ ontype ] = null;
+					}
+
+					// Prevent re-triggering of the same event, since we already bubbled it above
+					jQuery.event.triggered = type;
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.addEventListener( type, stopPropagationCallback );
+					}
+
+					elem[ type ]();
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.removeEventListener( type, stopPropagationCallback );
+					}
+
+					jQuery.event.triggered = undefined;
+
+					if ( tmp ) {
+						elem[ ontype ] = tmp;
+					}
+				}
+			}
+		}
+
+		return event.result;
+	},
+
+	// Piggyback on a donor event to simulate a different one
+	// Used only for `focus(in | out)` events
+	simulate: function( type, elem, event ) {
+		var e = jQuery.extend(
+			new jQuery.Event(),
+			event,
+			{
+				type: type,
+				isSimulated: true
+			}
+		);
+
+		jQuery.event.trigger( e, null, elem );
+	}
+
+} );
+
+jQuery.fn.extend( {
+
+	trigger: function( type, data ) {
+		return this.each( function() {
+			jQuery.event.trigger( type, data, this );
+		} );
+	},
+	triggerHandler: function( type, data ) {
+		var elem = this[ 0 ];
+		if ( elem ) {
+			return jQuery.event.trigger( type, data, elem, true );
+		}
+	}
+} );
+
+
+// Support: Firefox <=44
+// Firefox doesn't have focus(in | out) events
+// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787
+//
+// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1
+// focus(in | out) events fire after focus & blur events,
+// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order
+// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857
+if ( !support.focusin ) {
+	jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) {
+
+		// Attach a single capturing handler on the document while someone wants focusin/focusout
+		var handler = function( event ) {
+			jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) );
+		};
+
+		jQuery.event.special[ fix ] = {
+			setup: function() {
+
+				// Handle: regular nodes (via `this.ownerDocument`), window
+				// (via `this.document`) & document (via `this`).
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix );
+
+				if ( !attaches ) {
+					doc.addEventListener( orig, handler, true );
+				}
+				dataPriv.access( doc, fix, ( attaches || 0 ) + 1 );
+			},
+			teardown: function() {
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix ) - 1;
+
+				if ( !attaches ) {
+					doc.removeEventListener( orig, handler, true );
+					dataPriv.remove( doc, fix );
+
+				} else {
+					dataPriv.access( doc, fix, attaches );
+				}
+			}
+		};
+	} );
+}
+var location = window.location;
+
+var nonce = { guid: Date.now() };
+
+var rquery = ( /\?/ );
+
+
+
+// Cross-browser xml parsing
+jQuery.parseXML = function( data ) {
+	var xml;
+	if ( !data || typeof data !== "string" ) {
+		return null;
+	}
+
+	// Support: IE 9 - 11 only
+	// IE throws on parseFromString with invalid input.
+	try {
+		xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" );
+	} catch ( e ) {
+		xml = undefined;
+	}
+
+	if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) {
+		jQuery.error( "Invalid XML: " + data );
+	}
+	return xml;
+};
+
+
+var
+	rbracket = /\[\]$/,
+	rCRLF = /\r?\n/g,
+	rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i,
+	rsubmittable = /^(?:input|select|textarea|keygen)/i;
+
+function buildParams( prefix, obj, traditional, add ) {
+	var name;
+
+	if ( Array.isArray( obj ) ) {
+
+		// Serialize array item.
+		jQuery.each( obj, function( i, v ) {
+			if ( traditional || rbracket.test( prefix ) ) {
+
+				// Treat each array item as a scalar.
+				add( prefix, v );
+
+			} else {
+
+				// Item is non-scalar (array or object), encode its numeric index.
+				buildParams(
+					prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]",
+					v,
+					traditional,
+					add
+				);
+			}
+		} );
+
+	} else if ( !traditional && toType( obj ) === "object" ) {
+
+		// Serialize object item.
+		for ( name in obj ) {
+			buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add );
+		}
+
+	} else {
+
+		// Serialize scalar item.
+		add( prefix, obj );
+	}
+}
+
+// Serialize an array of form elements or a set of
+// key/values into a query string
+jQuery.param = function( a, traditional ) {
+	var prefix,
+		s = [],
+		add = function( key, valueOrFunction ) {
+
+			// If value is a function, invoke it and use its return value
+			var value = isFunction( valueOrFunction ) ?
+				valueOrFunction() :
+				valueOrFunction;
+
+			s[ s.length ] = encodeURIComponent( key ) + "=" +
+				encodeURIComponent( value == null ? "" : value );
+		};
+
+	if ( a == null ) {
+		return "";
+	}
+
+	// If an array was passed in, assume that it is an array of form elements.
+	if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) {
+
+		// Serialize the form elements
+		jQuery.each( a, function() {
+			add( this.name, this.value );
+		} );
+
+	} else {
+
+		// If traditional, encode the "old" way (the way 1.3.2 or older
+		// did it), otherwise encode params recursively.
+		for ( prefix in a ) {
+			buildParams( prefix, a[ prefix ], traditional, add );
+		}
+	}
+
+	// Return the resulting serialization
+	return s.join( "&" );
+};
+
+jQuery.fn.extend( {
+	serialize: function() {
+		return jQuery.param( this.serializeArray() );
+	},
+	serializeArray: function() {
+		return this.map( function() {
+
+			// Can add propHook for "elements" to filter or add form elements
+			var elements = jQuery.prop( this, "elements" );
+			return elements ? jQuery.makeArray( elements ) : this;
+		} )
+		.filter( function() {
+			var type = this.type;
+
+			// Use .is( ":disabled" ) so that fieldset[disabled] works
+			return this.name && !jQuery( this ).is( ":disabled" ) &&
+				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
+				( this.checked || !rcheckableType.test( type ) );
+		} )
+		.map( function( _i, elem ) {
+			var val = jQuery( this ).val();
+
+			if ( val == null ) {
+				return null;
+			}
+
+			if ( Array.isArray( val ) ) {
+				return jQuery.map( val, function( val ) {
+					return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+				} );
+			}
+
+			return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+		} ).get();
+	}
+} );
+
+
+var
+	r20 = /%20/g,
+	rhash = /#.*$/,
+	rantiCache = /([?&])_=[^&]*/,
+	rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg,
+
+	// #7653, #8125, #8152: local protocol detection
+	rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/,
+	rnoContent = /^(?:GET|HEAD)$/,
+	rprotocol = /^\/\//,
+
+	/* Prefilters
+	 * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example)
+	 * 2) These are called:
+	 *    - BEFORE asking for a transport
+	 *    - AFTER param serialization (s.data is a string if s.processData is true)
+	 * 3) key is the dataType
+	 * 4) the catchall symbol "*" can be used
+	 * 5) execution will start with transport dataType and THEN continue down to "*" if needed
+	 */
+	prefilters = {},
+
+	/* Transports bindings
+	 * 1) key is the dataType
+	 * 2) the catchall symbol "*" can be used
+	 * 3) selection will start with transport dataType and THEN go to "*" if needed
+	 */
+	transports = {},
+
+	// Avoid comment-prolog char sequence (#10098); must appease lint and evade compression
+	allTypes = "*/".concat( "*" ),
+
+	// Anchor tag for parsing the document origin
+	originAnchor = document.createElement( "a" );
+	originAnchor.href = location.href;
+
+// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
+function addToPrefiltersOrTransports( structure ) {
+
+	// dataTypeExpression is optional and defaults to "*"
+	return function( dataTypeExpression, func ) {
+
+		if ( typeof dataTypeExpression !== "string" ) {
+			func = dataTypeExpression;
+			dataTypeExpression = "*";
+		}
+
+		var dataType,
+			i = 0,
+			dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || [];
+
+		if ( isFunction( func ) ) {
+
+			// For each dataType in the dataTypeExpression
+			while ( ( dataType = dataTypes[ i++ ] ) ) {
+
+				// Prepend if requested
+				if ( dataType[ 0 ] === "+" ) {
+					dataType = dataType.slice( 1 ) || "*";
+					( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func );
+
+				// Otherwise append
+				} else {
+					( structure[ dataType ] = structure[ dataType ] || [] ).push( func );
+				}
+			}
+		}
+	};
+}
+
+// Base inspection function for prefilters and transports
+function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {
+
+	var inspected = {},
+		seekingTransport = ( structure === transports );
+
+	function inspect( dataType ) {
+		var selected;
+		inspected[ dataType ] = true;
+		jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) {
+			var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR );
+			if ( typeof dataTypeOrTransport === "string" &&
+				!seekingTransport && !inspected[ dataTypeOrTransport ] ) {
+
+				options.dataTypes.unshift( dataTypeOrTransport );
+				inspect( dataTypeOrTransport );
+				return false;
+			} else if ( seekingTransport ) {
+				return !( selected = dataTypeOrTransport );
+			}
+		} );
+		return selected;
+	}
+
+	return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" );
+}
+
+// A special extend for ajax options
+// that takes "flat" options (not to be deep extended)
+// Fixes #9887
+function ajaxExtend( target, src ) {
+	var key, deep,
+		flatOptions = jQuery.ajaxSettings.flatOptions || {};
+
+	for ( key in src ) {
+		if ( src[ key ] !== undefined ) {
+			( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ];
+		}
+	}
+	if ( deep ) {
+		jQuery.extend( true, target, deep );
+	}
+
+	return target;
+}
+
+/* Handles responses to an ajax request:
+ * - finds the right dataType (mediates between content-type and expected dataType)
+ * - returns the corresponding response
+ */
+function ajaxHandleResponses( s, jqXHR, responses ) {
+
+	var ct, type, finalDataType, firstDataType,
+		contents = s.contents,
+		dataTypes = s.dataTypes;
+
+	// Remove auto dataType and get content-type in the process
+	while ( dataTypes[ 0 ] === "*" ) {
+		dataTypes.shift();
+		if ( ct === undefined ) {
+			ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" );
+		}
+	}
+
+	// Check if we're dealing with a known content-type
+	if ( ct ) {
+		for ( type in contents ) {
+			if ( contents[ type ] && contents[ type ].test( ct ) ) {
+				dataTypes.unshift( type );
+				break;
+			}
+		}
+	}
+
+	// Check to see if we have a response for the expected dataType
+	if ( dataTypes[ 0 ] in responses ) {
+		finalDataType = dataTypes[ 0 ];
+	} else {
+
+		// Try convertible dataTypes
+		for ( type in responses ) {
+			if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) {
+				finalDataType = type;
+				break;
+			}
+			if ( !firstDataType ) {
+				firstDataType = type;
+			}
+		}
+
+		// Or just use first one
+		finalDataType = finalDataType || firstDataType;
+	}
+
+	// If we found a dataType
+	// We add the dataType to the list if needed
+	// and return the corresponding response
+	if ( finalDataType ) {
+		if ( finalDataType !== dataTypes[ 0 ] ) {
+			dataTypes.unshift( finalDataType );
+		}
+		return responses[ finalDataType ];
+	}
+}
+
+/* Chain conversions given the request and the original response
+ * Also sets the responseXXX fields on the jqXHR instance
+ */
+function ajaxConvert( s, response, jqXHR, isSuccess ) {
+	var conv2, current, conv, tmp, prev,
+		converters = {},
+
+		// Work with a copy of dataTypes in case we need to modify it for conversion
+		dataTypes = s.dataTypes.slice();
+
+	// Create converters map with lowercased keys
+	if ( dataTypes[ 1 ] ) {
+		for ( conv in s.converters ) {
+			converters[ conv.toLowerCase() ] = s.converters[ conv ];
+		}
+	}
+
+	current = dataTypes.shift();
+
+	// Convert to each sequential dataType
+	while ( current ) {
+
+		if ( s.responseFields[ current ] ) {
+			jqXHR[ s.responseFields[ current ] ] = response;
+		}
+
+		// Apply the dataFilter if provided
+		if ( !prev && isSuccess && s.dataFilter ) {
+			response = s.dataFilter( response, s.dataType );
+		}
+
+		prev = current;
+		current = dataTypes.shift();
+
+		if ( current ) {
+
+			// There's only work to do if current dataType is non-auto
+			if ( current === "*" ) {
+
+				current = prev;
+
+			// Convert response if prev dataType is non-auto and differs from current
+			} else if ( prev !== "*" && prev !== current ) {
+
+				// Seek a direct converter
+				conv = converters[ prev + " " + current ] || converters[ "* " + current ];
+
+				// If none found, seek a pair
+				if ( !conv ) {
+					for ( conv2 in converters ) {
+
+						// If conv2 outputs current
+						tmp = conv2.split( " " );
+						if ( tmp[ 1 ] === current ) {
+
+							// If prev can be converted to accepted input
+							conv = converters[ prev + " " + tmp[ 0 ] ] ||
+								converters[ "* " + tmp[ 0 ] ];
+							if ( conv ) {
+
+								// Condense equivalence converters
+								if ( conv === true ) {
+									conv = converters[ conv2 ];
+
+								// Otherwise, insert the intermediate dataType
+								} else if ( converters[ conv2 ] !== true ) {
+									current = tmp[ 0 ];
+									dataTypes.unshift( tmp[ 1 ] );
+								}
+								break;
+							}
+						}
+					}
+				}
+
+				// Apply converter (if not an equivalence)
+				if ( conv !== true ) {
+
+					// Unless errors are allowed to bubble, catch and return them
+					if ( conv && s.throws ) {
+						response = conv( response );
+					} else {
+						try {
+							response = conv( response );
+						} catch ( e ) {
+							return {
+								state: "parsererror",
+								error: conv ? e : "No conversion from " + prev + " to " + current
+							};
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return { state: "success", data: response };
+}
+
+jQuery.extend( {
+
+	// Counter for holding the number of active queries
+	active: 0,
+
+	// Last-Modified header cache for next request
+	lastModified: {},
+	etag: {},
+
+	ajaxSettings: {
+		url: location.href,
+		type: "GET",
+		isLocal: rlocalProtocol.test( location.protocol ),
+		global: true,
+		processData: true,
+		async: true,
+		contentType: "application/x-www-form-urlencoded; charset=UTF-8",
+
+		/*
+		timeout: 0,
+		data: null,
+		dataType: null,
+		username: null,
+		password: null,
+		cache: null,
+		throws: false,
+		traditional: false,
+		headers: {},
+		*/
+
+		accepts: {
+			"*": allTypes,
+			text: "text/plain",
+			html: "text/html",
+			xml: "application/xml, text/xml",
+			json: "application/json, text/javascript"
+		},
+
+		contents: {
+			xml: /\bxml\b/,
+			html: /\bhtml/,
+			json: /\bjson\b/
+		},
+
+		responseFields: {
+			xml: "responseXML",
+			text: "responseText",
+			json: "responseJSON"
+		},
+
+		// Data converters
+		// Keys separate source (or catchall "*") and destination types with a single space
+		converters: {
+
+			// Convert anything to text
+			"* text": String,
+
+			// Text to html (true = no transformation)
+			"text html": true,
+
+			// Evaluate text as a json expression
+			"text json": JSON.parse,
+
+			// Parse text as xml
+			"text xml": jQuery.parseXML
+		},
+
+		// For options that shouldn't be deep extended:
+		// you can add your own custom options here if
+		// and when you create one that shouldn't be
+		// deep extended (see ajaxExtend)
+		flatOptions: {
+			url: true,
+			context: true
+		}
+	},
+
+	// Creates a full fledged settings object into target
+	// with both ajaxSettings and settings fields.
+	// If target is omitted, writes into ajaxSettings.
+	ajaxSetup: function( target, settings ) {
+		return settings ?
+
+			// Building a settings object
+			ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) :
+
+			// Extending ajaxSettings
+			ajaxExtend( jQuery.ajaxSettings, target );
+	},
+
+	ajaxPrefilter: addToPrefiltersOrTransports( prefilters ),
+	ajaxTransport: addToPrefiltersOrTransports( transports ),
+
+	// Main method
+	ajax: function( url, options ) {
+
+		// If url is an object, simulate pre-1.5 signature
+		if ( typeof url === "object" ) {
+			options = url;
+			url = undefined;
+		}
+
+		// Force options to be an object
+		options = options || {};
+
+		var transport,
+
+			// URL without anti-cache param
+			cacheURL,
+
+			// Response headers
+			responseHeadersString,
+			responseHeaders,
+
+			// timeout handle
+			timeoutTimer,
+
+			// Url cleanup var
+			urlAnchor,
+
+			// Request state (becomes false upon send and true upon completion)
+			completed,
+
+			// To know if global events are to be dispatched
+			fireGlobals,
+
+			// Loop variable
+			i,
+
+			// uncached part of the url
+			uncached,
+
+			// Create the final options object
+			s = jQuery.ajaxSetup( {}, options ),
+
+			// Callbacks context
+			callbackContext = s.context || s,
+
+			// Context for global events is callbackContext if it is a DOM node or jQuery collection
+			globalEventContext = s.context &&
+				( callbackContext.nodeType || callbackContext.jquery ) ?
+					jQuery( callbackContext ) :
+					jQuery.event,
+
+			// Deferreds
+			deferred = jQuery.Deferred(),
+			completeDeferred = jQuery.Callbacks( "once memory" ),
+
+			// Status-dependent callbacks
+			statusCode = s.statusCode || {},
+
+			// Headers (they are sent all at once)
+			requestHeaders = {},
+			requestHeadersNames = {},
+
+			// Default abort message
+			strAbort = "canceled",
+
+			// Fake xhr
+			jqXHR = {
+				readyState: 0,
+
+				// Builds headers hashtable if needed
+				getResponseHeader: function( key ) {
+					var match;
+					if ( completed ) {
+						if ( !responseHeaders ) {
+							responseHeaders = {};
+							while ( ( match = rheaders.exec( responseHeadersString ) ) ) {
+								responseHeaders[ match[ 1 ].toLowerCase() + " " ] =
+									( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] )
+										.concat( match[ 2 ] );
+							}
+						}
+						match = responseHeaders[ key.toLowerCase() + " " ];
+					}
+					return match == null ? null : match.join( ", " );
+				},
+
+				// Raw string
+				getAllResponseHeaders: function() {
+					return completed ? responseHeadersString : null;
+				},
+
+				// Caches the header
+				setRequestHeader: function( name, value ) {
+					if ( completed == null ) {
+						name = requestHeadersNames[ name.toLowerCase() ] =
+							requestHeadersNames[ name.toLowerCase() ] || name;
+						requestHeaders[ name ] = value;
+					}
+					return this;
+				},
+
+				// Overrides response content-type header
+				overrideMimeType: function( type ) {
+					if ( completed == null ) {
+						s.mimeType = type;
+					}
+					return this;
+				},
+
+				// Status-dependent callbacks
+				statusCode: function( map ) {
+					var code;
+					if ( map ) {
+						if ( completed ) {
+
+							// Execute the appropriate callbacks
+							jqXHR.always( map[ jqXHR.status ] );
+						} else {
+
+							// Lazy-add the new callbacks in a way that preserves old ones
+							for ( code in map ) {
+								statusCode[ code ] = [ statusCode[ code ], map[ code ] ];
+							}
+						}
+					}
+					return this;
+				},
+
+				// Cancel the request
+				abort: function( statusText ) {
+					var finalText = statusText || strAbort;
+					if ( transport ) {
+						transport.abort( finalText );
+					}
+					done( 0, finalText );
+					return this;
+				}
+			};
+
+		// Attach deferreds
+		deferred.promise( jqXHR );
+
+		// Add protocol if not provided (prefilters might expect it)
+		// Handle falsy url in the settings object (#10093: consistency with old signature)
+		// We also use the url parameter if available
+		s.url = ( ( url || s.url || location.href ) + "" )
+			.replace( rprotocol, location.protocol + "//" );
+
+		// Alias method option to type as per ticket #12004
+		s.type = options.method || options.type || s.method || s.type;
+
+		// Extract dataTypes list
+		s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ];
+
+		// A cross-domain request is in order when the origin doesn't match the current origin.
+		if ( s.crossDomain == null ) {
+			urlAnchor = document.createElement( "a" );
+
+			// Support: IE <=8 - 11, Edge 12 - 15
+			// IE throws exception on accessing the href property if url is malformed,
+			// e.g. http://example.com:80x/
+			try {
+				urlAnchor.href = s.url;
+
+				// Support: IE <=8 - 11 only
+				// Anchor's host property isn't correctly set when s.url is relative
+				urlAnchor.href = urlAnchor.href;
+				s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !==
+					urlAnchor.protocol + "//" + urlAnchor.host;
+			} catch ( e ) {
+
+				// If there is an error parsing the URL, assume it is crossDomain,
+				// it can be rejected by the transport if it is invalid
+				s.crossDomain = true;
+			}
+		}
+
+		// Convert data if not already a string
+		if ( s.data && s.processData && typeof s.data !== "string" ) {
+			s.data = jQuery.param( s.data, s.traditional );
+		}
+
+		// Apply prefilters
+		inspectPrefiltersOrTransports( prefilters, s, options, jqXHR );
+
+		// If request was aborted inside a prefilter, stop there
+		if ( completed ) {
+			return jqXHR;
+		}
+
+		// We can fire global events as of now if asked to
+		// Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118)
+		fireGlobals = jQuery.event && s.global;
+
+		// Watch for a new set of requests
+		if ( fireGlobals && jQuery.active++ === 0 ) {
+			jQuery.event.trigger( "ajaxStart" );
+		}
+
+		// Uppercase the type
+		s.type = s.type.toUpperCase();
+
+		// Determine if request has content
+		s.hasContent = !rnoContent.test( s.type );
+
+		// Save the URL in case we're toying with the If-Modified-Since
+		// and/or If-None-Match header later on
+		// Remove hash to simplify url manipulation
+		cacheURL = s.url.replace( rhash, "" );
+
+		// More options handling for requests with no content
+		if ( !s.hasContent ) {
+
+			// Remember the hash so we can put it back
+			uncached = s.url.slice( cacheURL.length );
+
+			// If data is available and should be processed, append data to url
+			if ( s.data && ( s.processData || typeof s.data === "string" ) ) {
+				cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data;
+
+				// #9682: remove data so that it's not used in an eventual retry
+				delete s.data;
+			}
+
+			// Add or update anti-cache param if needed
+			if ( s.cache === false ) {
+				cacheURL = cacheURL.replace( rantiCache, "$1" );
+				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) +
+					uncached;
+			}
+
+			// Put hash and anti-cache on the URL that will be requested (gh-1732)
+			s.url = cacheURL + uncached;
+
+		// Change '%20' to '+' if this is encoded form body content (gh-2658)
+		} else if ( s.data && s.processData &&
+			( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) {
+			s.data = s.data.replace( r20, "+" );
+		}
+
+		// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+		if ( s.ifModified ) {
+			if ( jQuery.lastModified[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] );
+			}
+			if ( jQuery.etag[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] );
+			}
+		}
+
+		// Set the correct header, if data is being sent
+		if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) {
+			jqXHR.setRequestHeader( "Content-Type", s.contentType );
+		}
+
+		// Set the Accepts header for the server, depending on the dataType
+		jqXHR.setRequestHeader(
+			"Accept",
+			s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ?
+				s.accepts[ s.dataTypes[ 0 ] ] +
+					( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) :
+				s.accepts[ "*" ]
+		);
+
+		// Check for headers option
+		for ( i in s.headers ) {
+			jqXHR.setRequestHeader( i, s.headers[ i ] );
+		}
+
+		// Allow custom headers/mimetypes and early abort
+		if ( s.beforeSend &&
+			( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) {
+
+			// Abort if not done already and return
+			return jqXHR.abort();
+		}
+
+		// Aborting is no longer a cancellation
+		strAbort = "abort";
+
+		// Install callbacks on deferreds
+		completeDeferred.add( s.complete );
+		jqXHR.done( s.success );
+		jqXHR.fail( s.error );
+
+		// Get transport
+		transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR );
+
+		// If no transport, we auto-abort
+		if ( !transport ) {
+			done( -1, "No Transport" );
+		} else {
+			jqXHR.readyState = 1;
+
+			// Send global event
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] );
+			}
+
+			// If request was aborted inside ajaxSend, stop there
+			if ( completed ) {
+				return jqXHR;
+			}
+
+			// Timeout
+			if ( s.async && s.timeout > 0 ) {
+				timeoutTimer = window.setTimeout( function() {
+					jqXHR.abort( "timeout" );
+				}, s.timeout );
+			}
+
+			try {
+				completed = false;
+				transport.send( requestHeaders, done );
+			} catch ( e ) {
+
+				// Rethrow post-completion exceptions
+				if ( completed ) {
+					throw e;
+				}
+
+				// Propagate others as results
+				done( -1, e );
+			}
+		}
+
+		// Callback for when everything is done
+		function done( status, nativeStatusText, responses, headers ) {
+			var isSuccess, success, error, response, modified,
+				statusText = nativeStatusText;
+
+			// Ignore repeat invocations
+			if ( completed ) {
+				return;
+			}
+
+			completed = true;
+
+			// Clear timeout if it exists
+			if ( timeoutTimer ) {
+				window.clearTimeout( timeoutTimer );
+			}
+
+			// Dereference transport for early garbage collection
+			// (no matter how long the jqXHR object will be used)
+			transport = undefined;
+
+			// Cache response headers
+			responseHeadersString = headers || "";
+
+			// Set readyState
+			jqXHR.readyState = status > 0 ? 4 : 0;
+
+			// Determine if successful
+			isSuccess = status >= 200 && status < 300 || status === 304;
+
+			// Get response data
+			if ( responses ) {
+				response = ajaxHandleResponses( s, jqXHR, responses );
+			}
+
+			// Use a noop converter for missing script
+			if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) {
+				s.converters[ "text script" ] = function() {};
+			}
+
+			// Convert no matter what (that way responseXXX fields are always set)
+			response = ajaxConvert( s, response, jqXHR, isSuccess );
+
+			// If successful, handle type chaining
+			if ( isSuccess ) {
+
+				// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+				if ( s.ifModified ) {
+					modified = jqXHR.getResponseHeader( "Last-Modified" );
+					if ( modified ) {
+						jQuery.lastModified[ cacheURL ] = modified;
+					}
+					modified = jqXHR.getResponseHeader( "etag" );
+					if ( modified ) {
+						jQuery.etag[ cacheURL ] = modified;
+					}
+				}
+
+				// if no content
+				if ( status === 204 || s.type === "HEAD" ) {
+					statusText = "nocontent";
+
+				// if not modified
+				} else if ( status === 304 ) {
+					statusText = "notmodified";
+
+				// If we have data, let's convert it
+				} else {
+					statusText = response.state;
+					success = response.data;
+					error = response.error;
+					isSuccess = !error;
+				}
+			} else {
+
+				// Extract error from statusText and normalize for non-aborts
+				error = statusText;
+				if ( status || !statusText ) {
+					statusText = "error";
+					if ( status < 0 ) {
+						status = 0;
+					}
+				}
+			}
+
+			// Set data for the fake xhr object
+			jqXHR.status = status;
+			jqXHR.statusText = ( nativeStatusText || statusText ) + "";
+
+			// Success/Error
+			if ( isSuccess ) {
+				deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] );
+			} else {
+				deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] );
+			}
+
+			// Status-dependent callbacks
+			jqXHR.statusCode( statusCode );
+			statusCode = undefined;
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError",
+					[ jqXHR, s, isSuccess ? success : error ] );
+			}
+
+			// Complete
+			completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] );
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] );
+
+				// Handle the global AJAX counter
+				if ( !( --jQuery.active ) ) {
+					jQuery.event.trigger( "ajaxStop" );
+				}
+			}
+		}
+
+		return jqXHR;
+	},
+
+	getJSON: function( url, data, callback ) {
+		return jQuery.get( url, data, callback, "json" );
+	},
+
+	getScript: function( url, callback ) {
+		return jQuery.get( url, undefined, callback, "script" );
+	}
+} );
+
+jQuery.each( [ "get", "post" ], function( _i, method ) {
+	jQuery[ method ] = function( url, data, callback, type ) {
+
+		// Shift arguments if data argument was omitted
+		if ( isFunction( data ) ) {
+			type = type || callback;
+			callback = data;
+			data = undefined;
+		}
+
+		// The url can be an options object (which then must have .url)
+		return jQuery.ajax( jQuery.extend( {
+			url: url,
+			type: method,
+			dataType: type,
+			data: data,
+			success: callback
+		}, jQuery.isPlainObject( url ) && url ) );
+	};
+} );
+
+jQuery.ajaxPrefilter( function( s ) {
+	var i;
+	for ( i in s.headers ) {
+		if ( i.toLowerCase() === "content-type" ) {
+			s.contentType = s.headers[ i ] || "";
+		}
+	}
+} );
+
+
+jQuery._evalUrl = function( url, options, doc ) {
+	return jQuery.ajax( {
+		url: url,
+
+		// Make this explicit, since user can override this through ajaxSetup (#11264)
+		type: "GET",
+		dataType: "script",
+		cache: true,
+		async: false,
+		global: false,
+
+		// Only evaluate the response if it is successful (gh-4126)
+		// dataFilter is not invoked for failure responses, so using it instead
+		// of the default converter is kludgy but it works.
+		converters: {
+			"text script": function() {}
+		},
+		dataFilter: function( response ) {
+			jQuery.globalEval( response, options, doc );
+		}
+	} );
+};
+
+
+jQuery.fn.extend( {
+	wrapAll: function( html ) {
+		var wrap;
+
+		if ( this[ 0 ] ) {
+			if ( isFunction( html ) ) {
+				html = html.call( this[ 0 ] );
+			}
+
+			// The elements to wrap the target around
+			wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true );
+
+			if ( this[ 0 ].parentNode ) {
+				wrap.insertBefore( this[ 0 ] );
+			}
+
+			wrap.map( function() {
+				var elem = this;
+
+				while ( elem.firstElementChild ) {
+					elem = elem.firstElementChild;
+				}
+
+				return elem;
+			} ).append( this );
+		}
+
+		return this;
+	},
+
+	wrapInner: function( html ) {
+		if ( isFunction( html ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).wrapInner( html.call( this, i ) );
+			} );
+		}
+
+		return this.each( function() {
+			var self = jQuery( this ),
+				contents = self.contents();
+
+			if ( contents.length ) {
+				contents.wrapAll( html );
+
+			} else {
+				self.append( html );
+			}
+		} );
+	},
+
+	wrap: function( html ) {
+		var htmlIsFunction = isFunction( html );
+
+		return this.each( function( i ) {
+			jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html );
+		} );
+	},
+
+	unwrap: function( selector ) {
+		this.parent( selector ).not( "body" ).each( function() {
+			jQuery( this ).replaceWith( this.childNodes );
+		} );
+		return this;
+	}
+} );
+
+
+jQuery.expr.pseudos.hidden = function( elem ) {
+	return !jQuery.expr.pseudos.visible( elem );
+};
+jQuery.expr.pseudos.visible = function( elem ) {
+	return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length );
+};
+
+
+
+
+jQuery.ajaxSettings.xhr = function() {
+	try {
+		return new window.XMLHttpRequest();
+	} catch ( e ) {}
+};
+
+var xhrSuccessStatus = {
+
+		// File protocol always yields status code 0, assume 200
+		0: 200,
+
+		// Support: IE <=9 only
+		// #1450: sometimes IE returns 1223 when it should be 204
+		1223: 204
+	},
+	xhrSupported = jQuery.ajaxSettings.xhr();
+
+support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported );
+support.ajax = xhrSupported = !!xhrSupported;
+
+jQuery.ajaxTransport( function( options ) {
+	var callback, errorCallback;
+
+	// Cross domain only allowed if supported through XMLHttpRequest
+	if ( support.cors || xhrSupported && !options.crossDomain ) {
+		return {
+			send: function( headers, complete ) {
+				var i,
+					xhr = options.xhr();
+
+				xhr.open(
+					options.type,
+					options.url,
+					options.async,
+					options.username,
+					options.password
+				);
+
+				// Apply custom fields if provided
+				if ( options.xhrFields ) {
+					for ( i in options.xhrFields ) {
+						xhr[ i ] = options.xhrFields[ i ];
+					}
+				}
+
+				// Override mime type if needed
+				if ( options.mimeType && xhr.overrideMimeType ) {
+					xhr.overrideMimeType( options.mimeType );
+				}
+
+				// X-Requested-With header
+				// For cross-domain requests, seeing as conditions for a preflight are
+				// akin to a jigsaw puzzle, we simply never set it to be sure.
+				// (it can always be set on a per-request basis or even using ajaxSetup)
+				// For same-domain requests, won't change header if already provided.
+				if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) {
+					headers[ "X-Requested-With" ] = "XMLHttpRequest";
+				}
+
+				// Set headers
+				for ( i in headers ) {
+					xhr.setRequestHeader( i, headers[ i ] );
+				}
+
+				// Callback
+				callback = function( type ) {
+					return function() {
+						if ( callback ) {
+							callback = errorCallback = xhr.onload =
+								xhr.onerror = xhr.onabort = xhr.ontimeout =
+									xhr.onreadystatechange = null;
+
+							if ( type === "abort" ) {
+								xhr.abort();
+							} else if ( type === "error" ) {
+
+								// Support: IE <=9 only
+								// On a manual native abort, IE9 throws
+								// errors on any property access that is not readyState
+								if ( typeof xhr.status !== "number" ) {
+									complete( 0, "error" );
+								} else {
+									complete(
+
+										// File: protocol always yields status 0; see #8605, #14207
+										xhr.status,
+										xhr.statusText
+									);
+								}
+							} else {
+								complete(
+									xhrSuccessStatus[ xhr.status ] || xhr.status,
+									xhr.statusText,
+
+									// Support: IE <=9 only
+									// IE9 has no XHR2 but throws on binary (trac-11426)
+									// For XHR2 non-text, let the caller handle it (gh-2498)
+									( xhr.responseType || "text" ) !== "text"  ||
+									typeof xhr.responseText !== "string" ?
+										{ binary: xhr.response } :
+										{ text: xhr.responseText },
+									xhr.getAllResponseHeaders()
+								);
+							}
+						}
+					};
+				};
+
+				// Listen to events
+				xhr.onload = callback();
+				errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" );
+
+				// Support: IE 9 only
+				// Use onreadystatechange to replace onabort
+				// to handle uncaught aborts
+				if ( xhr.onabort !== undefined ) {
+					xhr.onabort = errorCallback;
+				} else {
+					xhr.onreadystatechange = function() {
+
+						// Check readyState before timeout as it changes
+						if ( xhr.readyState === 4 ) {
+
+							// Allow onerror to be called first,
+							// but that will not handle a native abort
+							// Also, save errorCallback to a variable
+							// as xhr.onerror cannot be accessed
+							window.setTimeout( function() {
+								if ( callback ) {
+									errorCallback();
+								}
+							} );
+						}
+					};
+				}
+
+				// Create the abort callback
+				callback = callback( "abort" );
+
+				try {
+
+					// Do send the request (this may raise an exception)
+					xhr.send( options.hasContent && options.data || null );
+				} catch ( e ) {
+
+					// #14683: Only rethrow if this hasn't been notified as an error yet
+					if ( callback ) {
+						throw e;
+					}
+				}
+			},
+
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432)
+jQuery.ajaxPrefilter( function( s ) {
+	if ( s.crossDomain ) {
+		s.contents.script = false;
+	}
+} );
+
+// Install script dataType
+jQuery.ajaxSetup( {
+	accepts: {
+		script: "text/javascript, application/javascript, " +
+			"application/ecmascript, application/x-ecmascript"
+	},
+	contents: {
+		script: /\b(?:java|ecma)script\b/
+	},
+	converters: {
+		"text script": function( text ) {
+			jQuery.globalEval( text );
+			return text;
+		}
+	}
+} );
+
+// Handle cache's special case and crossDomain
+jQuery.ajaxPrefilter( "script", function( s ) {
+	if ( s.cache === undefined ) {
+		s.cache = false;
+	}
+	if ( s.crossDomain ) {
+		s.type = "GET";
+	}
+} );
+
+// Bind script tag hack transport
+jQuery.ajaxTransport( "script", function( s ) {
+
+	// This transport only deals with cross domain or forced-by-attrs requests
+	if ( s.crossDomain || s.scriptAttrs ) {
+		var script, callback;
+		return {
+			send: function( _, complete ) {
+				script = jQuery( "<script>" )
+					.attr( s.scriptAttrs || {} )
+					.prop( { charset: s.scriptCharset, src: s.url } )
+					.on( "load error", callback = function( evt ) {
+						script.remove();
+						callback = null;
+						if ( evt ) {
+							complete( evt.type === "error" ? 404 : 200, evt.type );
+						}
+					} );
+
+				// Use native DOM manipulation to avoid our domManip AJAX trickery
+				document.head.appendChild( script[ 0 ] );
+			},
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+var oldCallbacks = [],
+	rjsonp = /(=)\?(?=&|$)|\?\?/;
+
+// Default jsonp settings
+jQuery.ajaxSetup( {
+	jsonp: "callback",
+	jsonpCallback: function() {
+		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce.guid++ ) );
+		this[ callback ] = true;
+		return callback;
+	}
+} );
+
+// Detect, normalize options and install callbacks for jsonp requests
+jQuery.ajaxPrefilter( "json jsonp", function( s, originalSettings, jqXHR ) {
+
+	var callbackName, overwritten, responseContainer,
+		jsonProp = s.jsonp !== false && ( rjsonp.test( s.url ) ?
+			"url" :
+			typeof s.data === "string" &&
+				( s.contentType || "" )
+					.indexOf( "application/x-www-form-urlencoded" ) === 0 &&
+				rjsonp.test( s.data ) && "data"
+		);
+
+	// Handle iff the expected data type is "jsonp" or we have a parameter to set
+	if ( jsonProp || s.dataTypes[ 0 ] === "jsonp" ) {
+
+		// Get callback name, remembering preexisting value associated with it
+		callbackName = s.jsonpCallback = isFunction( s.jsonpCallback ) ?
+			s.jsonpCallback() :
+			s.jsonpCallback;
+
+		// Insert callback into url or form data
+		if ( jsonProp ) {
+			s[ jsonProp ] = s[ jsonProp ].replace( rjsonp, "$1" + callbackName );
+		} else if ( s.jsonp !== false ) {
+			s.url += ( rquery.test( s.url ) ? "&" : "?" ) + s.jsonp + "=" + callbackName;
+		}
+
+		// Use data converter to retrieve json after script execution
+		s.converters[ "script json" ] = function() {
+			if ( !responseContainer ) {
+				jQuery.error( callbackName + " was not called" );
+			}
+			return responseContainer[ 0 ];
+		};
+
+		// Force json dataType
+		s.dataTypes[ 0 ] = "json";
+
+		// Install callback
+		overwritten = window[ callbackName ];
+		window[ callbackName ] = function() {
+			responseContainer = arguments;
+		};
+
+		// Clean-up function (fires after converters)
+		jqXHR.always( function() {
+
+			// If previous value didn't exist - remove it
+			if ( overwritten === undefined ) {
+				jQuery( window ).removeProp( callbackName );
+
+			// Otherwise restore preexisting value
+			} else {
+				window[ callbackName ] = overwritten;
+			}
+
+			// Save back as free
+			if ( s[ callbackName ] ) {
+
+				// Make sure that re-using the options doesn't screw things around
+				s.jsonpCallback = originalSettings.jsonpCallback;
+
+				// Save the callback name for future use
+				oldCallbacks.push( callbackName );
+			}
+
+			// Call if it was a function and we have a response
+			if ( responseContainer && isFunction( overwritten ) ) {
+				overwritten( responseContainer[ 0 ] );
+			}
+
+			responseContainer = overwritten = undefined;
+		} );
+
+		// Delegate to script
+		return "script";
+	}
+} );
+
+
+
+
+// Support: Safari 8 only
+// In Safari 8 documents created via document.implementation.createHTMLDocument
+// collapse sibling forms: the second one becomes a child of the first one.
+// Because of that, this security measure has to be disabled in Safari 8.
+// https://bugs.webkit.org/show_bug.cgi?id=137337
+support.createHTMLDocument = ( function() {
+	var body = document.implementation.createHTMLDocument( "" ).body;
+	body.innerHTML = "<form></form><form></form>";
+	return body.childNodes.length === 2;
+} )();
+
+
+// Argument "data" should be string of html
+// context (optional): If specified, the fragment will be created in this context,
+// defaults to document
+// keepScripts (optional): If true, will include scripts passed in the html string
+jQuery.parseHTML = function( data, context, keepScripts ) {
+	if ( typeof data !== "string" ) {
+		return [];
+	}
+	if ( typeof context === "boolean" ) {
+		keepScripts = context;
+		context = false;
+	}
+
+	var base, parsed, scripts;
+
+	if ( !context ) {
+
+		// Stop scripts or inline event handlers from being executed immediately
+		// by using document.implementation
+		if ( support.createHTMLDocument ) {
+			context = document.implementation.createHTMLDocument( "" );
+
+			// Set the base href for the created document
+			// so any parsed elements with URLs
+			// are based on the document's URL (gh-2965)
+			base = context.createElement( "base" );
+			base.href = document.location.href;
+			context.head.appendChild( base );
+		} else {
+			context = document;
+		}
+	}
+
+	parsed = rsingleTag.exec( data );
+	scripts = !keepScripts && [];
+
+	// Single tag
+	if ( parsed ) {
+		return [ context.createElement( parsed[ 1 ] ) ];
+	}
+
+	parsed = buildFragment( [ data ], context, scripts );
+
+	if ( scripts && scripts.length ) {
+		jQuery( scripts ).remove();
+	}
+
+	return jQuery.merge( [], parsed.childNodes );
+};
+
+
+/**
+ * Load a url into a page
+ */
+jQuery.fn.load = function( url, params, callback ) {
+	var selector, type, response,
+		self = this,
+		off = url.indexOf( " " );
+
+	if ( off > -1 ) {
+		selector = stripAndCollapse( url.slice( off ) );
+		url = url.slice( 0, off );
+	}
+
+	// If it's a function
+	if ( isFunction( params ) ) {
+
+		// We assume that it's the callback
+		callback = params;
+		params = undefined;
+
+	// Otherwise, build a param string
+	} else if ( params && typeof params === "object" ) {
+		type = "POST";
+	}
+
+	// If we have elements to modify, make the request
+	if ( self.length > 0 ) {
+		jQuery.ajax( {
+			url: url,
+
+			// If "type" variable is undefined, then "GET" method will be used.
+			// Make value of this field explicit since
+			// user can override it through ajaxSetup method
+			type: type || "GET",
+			dataType: "html",
+			data: params
+		} ).done( function( responseText ) {
+
+			// Save response for use in complete callback
+			response = arguments;
+
+			self.html( selector ?
+
+				// If a selector was specified, locate the right elements in a dummy div
+				// Exclude scripts to avoid IE 'Permission Denied' errors
+				jQuery( "<div>" ).append( jQuery.parseHTML( responseText ) ).find( selector ) :
+
+				// Otherwise use the full result
+				responseText );
+
+		// If the request succeeds, this function gets "data", "status", "jqXHR"
+		// but they are ignored because response was set above.
+		// If it fails, this function gets "jqXHR", "status", "error"
+		} ).always( callback && function( jqXHR, status ) {
+			self.each( function() {
+				callback.apply( this, response || [ jqXHR.responseText, status, jqXHR ] );
+			} );
+		} );
+	}
+
+	return this;
+};
+
+
+
+
+jQuery.expr.pseudos.animated = function( elem ) {
+	return jQuery.grep( jQuery.timers, function( fn ) {
+		return elem === fn.elem;
+	} ).length;
+};
+
+
+
+
+jQuery.offset = {
+	setOffset: function( elem, options, i ) {
+		var curPosition, curLeft, curCSSTop, curTop, curOffset, curCSSLeft, calculatePosition,
+			position = jQuery.css( elem, "position" ),
+			curElem = jQuery( elem ),
+			props = {};
+
+		// Set position first, in-case top/left are set even on static elem
+		if ( position === "static" ) {
+			elem.style.position = "relative";
+		}
+
+		curOffset = curElem.offset();
+		curCSSTop = jQuery.css( elem, "top" );
+		curCSSLeft = jQuery.css( elem, "left" );
+		calculatePosition = ( position === "absolute" || position === "fixed" ) &&
+			( curCSSTop + curCSSLeft ).indexOf( "auto" ) > -1;
+
+		// Need to be able to calculate position if either
+		// top or left is auto and position is either absolute or fixed
+		if ( calculatePosition ) {
+			curPosition = curElem.position();
+			curTop = curPosition.top;
+			curLeft = curPosition.left;
+
+		} else {
+			curTop = parseFloat( curCSSTop ) || 0;
+			curLeft = parseFloat( curCSSLeft ) || 0;
+		}
+
+		if ( isFunction( options ) ) {
+
+			// Use jQuery.extend here to allow modification of coordinates argument (gh-1848)
+			options = options.call( elem, i, jQuery.extend( {}, curOffset ) );
+		}
+
+		if ( options.top != null ) {
+			props.top = ( options.top - curOffset.top ) + curTop;
+		}
+		if ( options.left != null ) {
+			props.left = ( options.left - curOffset.left ) + curLeft;
+		}
+
+		if ( "using" in options ) {
+			options.using.call( elem, props );
+
+		} else {
+			if ( typeof props.top === "number" ) {
+				props.top += "px";
+			}
+			if ( typeof props.left === "number" ) {
+				props.left += "px";
+			}
+			curElem.css( props );
+		}
+	}
+};
+
+jQuery.fn.extend( {
+
+	// offset() relates an element's border box to the document origin
+	offset: function( options ) {
+
+		// Preserve chaining for setter
+		if ( arguments.length ) {
+			return options === undefined ?
+				this :
+				this.each( function( i ) {
+					jQuery.offset.setOffset( this, options, i );
+				} );
+		}
+
+		var rect, win,
+			elem = this[ 0 ];
+
+		if ( !elem ) {
+			return;
+		}
+
+		// Return zeros for disconnected and hidden (display: none) elements (gh-2310)
+		// Support: IE <=11 only
+		// Running getBoundingClientRect on a
+		// disconnected node in IE throws an error
+		if ( !elem.getClientRects().length ) {
+			return { top: 0, left: 0 };
+		}
+
+		// Get document-relative position by adding viewport scroll to viewport-relative gBCR
+		rect = elem.getBoundingClientRect();
+		win = elem.ownerDocument.defaultView;
+		return {
+			top: rect.top + win.pageYOffset,
+			left: rect.left + win.pageXOffset
+		};
+	},
+
+	// position() relates an element's margin box to its offset parent's padding box
+	// This corresponds to the behavior of CSS absolute positioning
+	position: function() {
+		if ( !this[ 0 ] ) {
+			return;
+		}
+
+		var offsetParent, offset, doc,
+			elem = this[ 0 ],
+			parentOffset = { top: 0, left: 0 };
+
+		// position:fixed elements are offset from the viewport, which itself always has zero offset
+		if ( jQuery.css( elem, "position" ) === "fixed" ) {
+
+			// Assume position:fixed implies availability of getBoundingClientRect
+			offset = elem.getBoundingClientRect();
+
+		} else {
+			offset = this.offset();
+
+			// Account for the *real* offset parent, which can be the document or its root element
+			// when a statically positioned element is identified
+			doc = elem.ownerDocument;
+			offsetParent = elem.offsetParent || doc.documentElement;
+			while ( offsetParent &&
+				( offsetParent === doc.body || offsetParent === doc.documentElement ) &&
+				jQuery.css( offsetParent, "position" ) === "static" ) {
+
+				offsetParent = offsetParent.parentNode;
+			}
+			if ( offsetParent && offsetParent !== elem && offsetParent.nodeType === 1 ) {
+
+				// Incorporate borders into its offset, since they are outside its content origin
+				parentOffset = jQuery( offsetParent ).offset();
+				parentOffset.top += jQuery.css( offsetParent, "borderTopWidth", true );
+				parentOffset.left += jQuery.css( offsetParent, "borderLeftWidth", true );
+			}
+		}
+
+		// Subtract parent offsets and element margins
+		return {
+			top: offset.top - parentOffset.top - jQuery.css( elem, "marginTop", true ),
+			left: offset.left - parentOffset.left - jQuery.css( elem, "marginLeft", true )
+		};
+	},
+
+	// This method will return documentElement in the following cases:
+	// 1) For the element inside the iframe without offsetParent, this method will return
+	//    documentElement of the parent window
+	// 2) For the hidden or detached element
+	// 3) For body or html element, i.e. in case of the html node - it will return itself
+	//
+	// but those exceptions were never presented as a real life use-cases
+	// and might be considered as more preferable results.
+	//
+	// This logic, however, is not guaranteed and can change at any point in the future
+	offsetParent: function() {
+		return this.map( function() {
+			var offsetParent = this.offsetParent;
+
+			while ( offsetParent && jQuery.css( offsetParent, "position" ) === "static" ) {
+				offsetParent = offsetParent.offsetParent;
+			}
+
+			return offsetParent || documentElement;
+		} );
+	}
+} );
+
+// Create scrollLeft and scrollTop methods
+jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function( method, prop ) {
+	var top = "pageYOffset" === prop;
+
+	jQuery.fn[ method ] = function( val ) {
+		return access( this, function( elem, method, val ) {
+
+			// Coalesce documents and windows
+			var win;
+			if ( isWindow( elem ) ) {
+				win = elem;
+			} else if ( elem.nodeType === 9 ) {
+				win = elem.defaultView;
+			}
+
+			if ( val === undefined ) {
+				return win ? win[ prop ] : elem[ method ];
+			}
+
+			if ( win ) {
+				win.scrollTo(
+					!top ? val : win.pageXOffset,
+					top ? val : win.pageYOffset
+				);
+
+			} else {
+				elem[ method ] = val;
+			}
+		}, method, val, arguments.length );
+	};
+} );
+
+// Support: Safari <=7 - 9.1, Chrome <=37 - 49
+// Add the top/left cssHooks using jQuery.fn.position
+// Webkit bug: https://bugs.webkit.org/show_bug.cgi?id=29084
+// Blink bug: https://bugs.chromium.org/p/chromium/issues/detail?id=589347
+// getComputedStyle returns percent when specified for top/left/bottom/right;
+// rather than make the css module depend on the offset module, just check for it here
+jQuery.each( [ "top", "left" ], function( _i, prop ) {
+	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
+		function( elem, computed ) {
+			if ( computed ) {
+				computed = curCSS( elem, prop );
+
+				// If curCSS returns percentage, fallback to offset
+				return rnumnonpx.test( computed ) ?
+					jQuery( elem ).position()[ prop ] + "px" :
+					computed;
+			}
+		}
+	);
+} );
+
+
+// Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
+jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
+	jQuery.each( { padding: "inner" + name, content: type, "": "outer" + name },
+		function( defaultExtra, funcName ) {
+
+		// Margin is only for outerHeight, outerWidth
+		jQuery.fn[ funcName ] = function( margin, value ) {
+			var chainable = arguments.length && ( defaultExtra || typeof margin !== "boolean" ),
+				extra = defaultExtra || ( margin === true || value === true ? "margin" : "border" );
+
+			return access( this, function( elem, type, value ) {
+				var doc;
+
+				if ( isWindow( elem ) ) {
+
+					// $( window ).outerWidth/Height return w/h including scrollbars (gh-1729)
+					return funcName.indexOf( "outer" ) === 0 ?
+						elem[ "inner" + name ] :
+						elem.document.documentElement[ "client" + name ];
+				}
+
+				// Get document width or height
+				if ( elem.nodeType === 9 ) {
+					doc = elem.documentElement;
+
+					// Either scroll[Width/Height] or offset[Width/Height] or client[Width/Height],
+					// whichever is greatest
+					return Math.max(
+						elem.body[ "scroll" + name ], doc[ "scroll" + name ],
+						elem.body[ "offset" + name ], doc[ "offset" + name ],
+						doc[ "client" + name ]
+					);
+				}
+
+				return value === undefined ?
+
+					// Get width or height on the element, requesting but not forcing parseFloat
+					jQuery.css( elem, type, extra ) :
+
+					// Set width or height on the element
+					jQuery.style( elem, type, value, extra );
+			}, type, chainable ? margin : undefined, chainable );
+		};
+	} );
+} );
+
+
+jQuery.each( [
+	"ajaxStart",
+	"ajaxStop",
+	"ajaxComplete",
+	"ajaxError",
+	"ajaxSuccess",
+	"ajaxSend"
+], function( _i, type ) {
+	jQuery.fn[ type ] = function( fn ) {
+		return this.on( type, fn );
+	};
+} );
+
+
+
+
+jQuery.fn.extend( {
+
+	bind: function( types, data, fn ) {
+		return this.on( types, null, data, fn );
+	},
+	unbind: function( types, fn ) {
+		return this.off( types, null, fn );
+	},
+
+	delegate: function( selector, types, data, fn ) {
+		return this.on( types, selector, data, fn );
+	},
+	undelegate: function( selector, types, fn ) {
+
+		// ( namespace ) or ( selector, types [, fn] )
+		return arguments.length === 1 ?
+			this.off( selector, "**" ) :
+			this.off( types, selector || "**", fn );
+	},
+
+	hover: function( fnOver, fnOut ) {
+		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
+	}
+} );
+
+jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
+	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
+	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
+	function( _i, name ) {
+
+		// Handle event binding
+		jQuery.fn[ name ] = function( data, fn ) {
+			return arguments.length > 0 ?
+				this.on( name, null, data, fn ) :
+				this.trigger( name );
+		};
+	} );
+
+
+
+
+// Support: Android <=4.0 only
+// Make sure we trim BOM and NBSP
+var rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
+
+// Bind a function to a context, optionally partially applying any
+// arguments.
+// jQuery.proxy is deprecated to promote standards (specifically Function#bind)
+// However, it is not slated for removal any time soon
+jQuery.proxy = function( fn, context ) {
+	var tmp, args, proxy;
+
+	if ( typeof context === "string" ) {
+		tmp = fn[ context ];
+		context = fn;
+		fn = tmp;
+	}
+
+	// Quick check to determine if target is callable, in the spec
+	// this throws a TypeError, but we will just return undefined.
+	if ( !isFunction( fn ) ) {
+		return undefined;
+	}
+
+	// Simulated bind
+	args = slice.call( arguments, 2 );
+	proxy = function() {
+		return fn.apply( context || this, args.concat( slice.call( arguments ) ) );
+	};
+
+	// Set the guid of unique handler to the same of original handler, so it can be removed
+	proxy.guid = fn.guid = fn.guid || jQuery.guid++;
+
+	return proxy;
+};
+
+jQuery.holdReady = function( hold ) {
+	if ( hold ) {
+		jQuery.readyWait++;
+	} else {
+		jQuery.ready( true );
+	}
+};
+jQuery.isArray = Array.isArray;
+jQuery.parseJSON = JSON.parse;
+jQuery.nodeName = nodeName;
+jQuery.isFunction = isFunction;
+jQuery.isWindow = isWindow;
+jQuery.camelCase = camelCase;
+jQuery.type = toType;
+
+jQuery.now = Date.now;
+
+jQuery.isNumeric = function( obj ) {
+
+	// As of jQuery 3.0, isNumeric is limited to
+	// strings and numbers (primitives or objects)
+	// that can be coerced to finite numbers (gh-2662)
+	var type = jQuery.type( obj );
+	return ( type === "number" || type === "string" ) &&
+
+		// parseFloat NaNs numeric-cast false positives ("")
+		// ...but misinterprets leading-number strings, particularly hex literals ("0x...")
+		// subtraction forces infinities to NaN
+		!isNaN( obj - parseFloat( obj ) );
+};
+
+jQuery.trim = function( text ) {
+	return text == null ?
+		"" :
+		( text + "" ).replace( rtrim, "" );
+};
+
+
+
+// Register as a named AMD module, since jQuery can be concatenated with other
+// files that may use define, but not via a proper concatenation script that
+// understands anonymous AMD modules. A named AMD is safest and most robust
+// way to register. Lowercase jquery is used because AMD module names are
+// derived from file names, and jQuery is normally delivered in a lowercase
+// file name. Do this after creating the global so that if an AMD module wants
+// to call noConflict to hide this version of jQuery, it will work.
+
+// Note that for maximum portability, libraries that are not jQuery should
+// declare themselves as anonymous modules, and avoid setting a global if an
+// AMD loader is present. jQuery is a special case. For more information, see
+// https://github.com/jrburke/requirejs/wiki/Updating-existing-libraries#wiki-anon
+
+if ( typeof define === "function" && define.amd ) {
+	define( "jquery", [], function() {
+		return jQuery;
+	} );
+}
+
+
+
+
+var
+
+	// Map over jQuery in case of overwrite
+	_jQuery = window.jQuery,
+
+	// Map over the $ in case of overwrite
+	_$ = window.$;
+
+jQuery.noConflict = function( deep ) {
+	if ( window.$ === jQuery ) {
+		window.$ = _$;
+	}
+
+	if ( deep && window.jQuery === jQuery ) {
+		window.jQuery = _jQuery;
+	}
+
+	return jQuery;
+};
+
+// Expose jQuery and $ identifiers, even in AMD
+// (#7102#comment:10, https://github.com/jquery/jquery/pull/557)
+// and CommonJS for browser emulators (#13566)
+if ( typeof noGlobal === "undefined" ) {
+	window.jQuery = window.$ = jQuery;
+}
+
+
+
+
+return jQuery;
+} );
diff --git a/branch/thor--simplify-ci/_static/jquery.js b/branch/thor--simplify-ci/_static/jquery.js
new file mode 100644
index 0000000..b061403
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.5.1 | (c) JS Foundation and other contributors | jquery.org/license */
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index 0000000..2b43bd0
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+++ b/branch/thor--simplify-ci/_static/js/html5shiv-printshiv.min.js
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@@ -0,0 +1 @@
+!function(n){var e={};function t(i){if(e[i])return e[i].exports;var o=e[i]={i:i,l:!1,exports:{}};return n[i].call(o.exports,o,o.exports,t),o.l=!0,o.exports}t.m=n,t.c=e,t.d=function(n,e,i){t.o(n,e)||Object.defineProperty(n,e,{enumerable:!0,get:i})},t.r=function(n){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(n,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(n,"__esModule",{value:!0})},t.t=function(n,e){if(1&e&&(n=t(n)),8&e)return n;if(4&e&&"object"==typeof n&&n&&n.__esModule)return n;var i=Object.create(null);if(t.r(i),Object.defineProperty(i,"default",{enumerable:!0,value:n}),2&e&&"string"!=typeof n)for(var o in n)t.d(i,o,function(e){return n[e]}.bind(null,o));return i},t.n=function(n){var e=n&&n.__esModule?function(){return n.default}:function(){return n};return t.d(e,"a",e),e},t.o=function(n,e){return Object.prototype.hasOwnProperty.call(n,e)},t.p="",t(t.s=0)}([function(n,e,t){t(1),n.exports=t(3)},function(n,e,t){(function(){var e="undefined"!=typeof window?window.jQuery:t(2);n.exports.ThemeNav={navBar:null,win:null,winScroll:!1,winResize:!1,linkScroll:!1,winPosition:0,winHeight:null,docHeight:null,isRunning:!1,enable:function(n){var t=this;void 0===n&&(n=!0),t.isRunning||(t.isRunning=!0,e((function(e){t.init(e),t.reset(),t.win.on("hashchange",t.reset),n&&t.win.on("scroll",(function(){t.linkScroll||t.winScroll||(t.winScroll=!0,requestAnimationFrame((function(){t.onScroll()})))})),t.win.on("resize",(function(){t.winResize||(t.winResize=!0,requestAnimationFrame((function(){t.onResize()})))})),t.onResize()})))},enableSticky:function(){this.enable(!0)},init:function(n){n(document);var e=this;this.navBar=n("div.wy-side-scroll:first"),this.win=n(window),n(document).on("click","[data-toggle='wy-nav-top']",(function(){n("[data-toggle='wy-nav-shift']").toggleClass("shift"),n("[data-toggle='rst-versions']").toggleClass("shift")})).on("click",".wy-menu-vertical .current ul li a",(function(){var t=n(this);n("[data-toggle='wy-nav-shift']").removeClass("shift"),n("[data-toggle='rst-versions']").toggleClass("shift"),e.toggleCurrent(t),e.hashChange()})).on("click","[data-toggle='rst-current-version']",(function(){n("[data-toggle='rst-versions']").toggleClass("shift-up")})),n("table.docutils:not(.field-list,.footnote,.citation)").wrap("<div class='wy-table-responsive'></div>"),n("table.docutils.footnote").wrap("<div class='wy-table-responsive footnote'></div>"),n("table.docutils.citation").wrap("<div class='wy-table-responsive citation'></div>"),n(".wy-menu-vertical ul").not(".simple").siblings("a").each((function(){var t=n(this);expand=n('<span class="toctree-expand"></span>'),expand.on("click",(function(n){return e.toggleCurrent(t),n.stopPropagation(),!1})),t.prepend(expand)}))},reset:function(){var n=encodeURI(window.location.hash)||"#";try{var e=$(".wy-menu-vertical"),t=e.find('[href="'+n+'"]');if(0===t.length){var i=$('.document [id="'+n.substring(1)+'"]').closest("div.section");0===(t=e.find('[href="#'+i.attr("id")+'"]')).length&&(t=e.find('[href="#"]'))}t.length>0&&($(".wy-menu-vertical .current").removeClass("current"),t.addClass("current"),t.closest("li.toctree-l1").addClass("current"),t.closest("li.toctree-l1").parent().addClass("current"),t.closest("li.toctree-l1").addClass("current"),t.closest("li.toctree-l2").addClass("current"),t.closest("li.toctree-l3").addClass("current"),t.closest("li.toctree-l4").addClass("current"),t.closest("li.toctree-l5").addClass("current"),t[0].scrollIntoView())}catch(n){console.log("Error expanding nav for anchor",n)}},onScroll:function(){this.winScroll=!1;var n=this.win.scrollTop(),e=n+this.winHeight,t=this.navBar.scrollTop()+(n-this.winPosition);n<0||e>this.docHeight||(this.navBar.scrollTop(t),this.winPosition=n)},onResize:function(){this.winResize=!1,this.winHeight=this.win.height(),this.docHeight=$(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"),e.siblings().find("li.current").removeClass("current"),e.find("> ul li.current").removeClass("current"),e.toggleClass("current")}},"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){}]);
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diff --git a/branch/thor--simplify-ci/_static/language_data.js b/branch/thor--simplify-ci/_static/language_data.js
new file mode 100644
index 0000000..863704b
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/language_data.js
@@ -0,0 +1,297 @@
+/*
+ * 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 2007-2021 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, is 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;
+  }
+}
+
+
+
+
+var splitChars = (function() {
+    var result = {};
+    var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648,
+         1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702,
+         2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971,
+         2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345,
+         3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761,
+         3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823,
+         4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125,
+         8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695,
+         11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587,
+         43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141];
+    var i, j, start, end;
+    for (i = 0; i < singles.length; i++) {
+        result[singles[i]] = true;
+    }
+    var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709],
+         [722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161],
+         [1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568],
+         [1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807],
+         [1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047],
+         [2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383],
+         [2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450],
+         [2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547],
+         [2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673],
+         [2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820],
+         [2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946],
+         [2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023],
+         [3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173],
+         [3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332],
+         [3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481],
+         [3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718],
+         [3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791],
+         [3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095],
+         [4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205],
+         [4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687],
+         [4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968],
+         [4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869],
+         [5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102],
+         [6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271],
+         [6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592],
+         [6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822],
+         [6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167],
+         [7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959],
+         [7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143],
+         [8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318],
+         [8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483],
+         [8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101],
+         [10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567],
+         [11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292],
+         [12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444],
+         [12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783],
+         [12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311],
+         [19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511],
+         [42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774],
+         [42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071],
+         [43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263],
+         [43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519],
+         [43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647],
+         [43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967],
+         [44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295],
+         [57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274],
+         [64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007],
+         [65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381],
+         [65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]];
+    for (i = 0; i < ranges.length; i++) {
+        start = ranges[i][0];
+        end = ranges[i][1];
+        for (j = start; j <= end; j++) {
+            result[j] = true;
+        }
+    }
+    return result;
+})();
+
+function splitQuery(query) {
+    var result = [];
+    var start = -1;
+    for (var i = 0; i < query.length; i++) {
+        if (splitChars[query.charCodeAt(i)]) {
+            if (start !== -1) {
+                result.push(query.slice(start, i));
+                start = -1;
+            }
+        } else if (start === -1) {
+            start = i;
+        }
+    }
+    if (start !== -1) {
+        result.push(query.slice(start));
+    }
+    return result;
+}
+
+
diff --git a/branch/thor--simplify-ci/_static/minipres.js b/branch/thor--simplify-ci/_static/minipres.js
new file mode 100644
index 0000000..ad11c87
--- /dev/null
+++ b/branch/thor--simplify-ci/_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/thor--simplify-ci/_static/minus.png b/branch/thor--simplify-ci/_static/minus.png
new file mode 100644
index 0000000..d96755f
Binary files /dev/null and b/branch/thor--simplify-ci/_static/minus.png differ
diff --git a/branch/thor--simplify-ci/_static/mystnb.css b/branch/thor--simplify-ci/_static/mystnb.css
new file mode 100644
index 0000000..51eb87e
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/mystnb.css
@@ -0,0 +1,183 @@
+/* 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_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 {
+  padding-left: 0em;
+  padding-right: 0em;
+  border: 1px #ccc solid;
+  background-color: #f7f7f7;
+  border-left-color: green;
+  border-left-width: medium;
+}
+
+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;
+}
+
+/* Outputs from jupyter_sphinx overrides to remove extra CSS */
+div.section div.jupyter_container {
+  padding: .4em;
+  margin: 0 0 .4em 0;
+  background-color: none;
+  border: none;
+  -moz-box-shadow: none;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+
+/* Text outputs from cells */
+.cell_output .output.text_plain,
+.cell_output .output.traceback,
+.cell_output .output.stream,
+.cell_output .output.stderr
+  {
+  background: #fcfcfc;
+  margin-top: 1em;
+  margin-bottom: 0em;
+  box-shadow: none;
+}
+
+.cell_output .output.text_plain,
+.cell_output .output.stream,
+.cell_output .output.stderr {
+  border: 1px solid #f7f7f7;
+}
+
+.cell_output .output.stderr {
+  background: #fdd;
+}
+
+.cell_output .output.traceback {
+  border: 1px solid #ffd6d6;
+}
+
+/* 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);
+  }
+
+
+/* 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 adapted from share/jupyter/nbconvert/templates/classic/static/style.css
+*/
+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: yellow
+}
+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: yellow
+}
+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
+}
diff --git a/branch/thor--simplify-ci/_static/plus.png b/branch/thor--simplify-ci/_static/plus.png
new file mode 100644
index 0000000..7107cec
Binary files /dev/null and b/branch/thor--simplify-ci/_static/plus.png differ
diff --git a/branch/thor--simplify-ci/_static/pygments.css b/branch/thor--simplify-ci/_static/pygments.css
new file mode 100644
index 0000000..582d5c3
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/pygments.css
@@ -0,0 +1,74 @@
+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: #408080; 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: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* 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: #7D9029 } /* 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: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* 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 */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.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: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* 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/branch/thor--simplify-ci/_static/searchtools.js b/branch/thor--simplify-ci/_static/searchtools.js
new file mode 100644
index 0000000..1a90152
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/searchtools.js
@@ -0,0 +1,522 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+if (!Scorer) {
+  /**
+   * Simple result scoring code.
+   */
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [filename, title, anchor, descr, score]
+    // and returns the new score.
+    /*
+    score: function(result) {
+      return result[4];
+    },
+    */
+
+    // 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
+  };
+}
+
+if (!splitQuery) {
+  function splitQuery(query) {
+    return query.split(/\s+/);
+  }
+}
+
+/**
+ * Search Module
+ */
+var Search = {
+
+  _index : null,
+  _queued_query : null,
+  _pulse_status : -1,
+
+  htmlToText : function(htmlString) {
+      var virtualDocument = document.implementation.createHTMLDocument('virtual');
+      var htmlElement = $(htmlString, virtualDocument);
+      htmlElement.find('.headerlink').remove();
+      docContent = htmlElement.find('[role=main]')[0];
+      if(docContent === undefined) {
+          console.warn("Content block not found. Sphinx search tries to obtain it " +
+                       "via '[role=main]'. Could you check your theme or template.");
+          return "";
+      }
+      return docContent.textContent || docContent.innerText;
+  },
+
+  init : function() {
+      var params = $.getQueryParameters();
+      if (params.q) {
+          var query = params.q[0];
+          $('input[name="q"]')[0].value = query;
+          this.performSearch(query);
+      }
+  },
+
+  loadIndex : function(url) {
+    $.ajax({type: "GET", url: url, data: null,
+            dataType: "script", cache: true,
+            complete: function(jqxhr, textstatus) {
+              if (textstatus != "success") {
+                document.getElementById("searchindexloader").src = url;
+              }
+            }});
+  },
+
+  setIndex : function(index) {
+    var q;
+    this._index = index;
+    if ((q = this._queued_query) !== null) {
+      this._queued_query = null;
+      Search.query(q);
+    }
+  },
+
+  hasIndex : function() {
+      return this._index !== null;
+  },
+
+  deferQuery : function(query) {
+      this._queued_query = query;
+  },
+
+  stopPulse : function() {
+      this._pulse_status = 0;
+  },
+
+  startPulse : function() {
+    if (this._pulse_status >= 0)
+        return;
+    function pulse() {
+      var i;
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      var dotString = '';
+      for (i = 0; i < Search._pulse_status; i++)
+        dotString += '.';
+      Search.dots.text(dotString);
+      if (Search._pulse_status > -1)
+        window.setTimeout(pulse, 500);
+    }
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch : function(query) {
+    // create the required interface elements
+    this.out = $('#search-results');
+    this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
+    this.dots = $('<span></span>').appendTo(this.title);
+    this.status = $('<p class="search-summary">&nbsp;</p>').appendTo(this.out);
+    this.output = $('<ul class="search"/>').appendTo(this.out);
+
+    $('#search-progress').text(_('Preparing search...'));
+    this.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (this.hasIndex())
+      this.query(query);
+    else
+      this.deferQuery(query);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query : function(query) {
+    var i;
+
+    // stem the searchterms and add them to the correct list
+    var stemmer = new Stemmer();
+    var searchterms = [];
+    var excluded = [];
+    var hlterms = [];
+    var tmp = splitQuery(query);
+    var objectterms = [];
+    for (i = 0; i < tmp.length; i++) {
+      if (tmp[i] !== "") {
+          objectterms.push(tmp[i].toLowerCase());
+      }
+
+      if ($u.indexOf(stopwords, tmp[i].toLowerCase()) != -1 || tmp[i] === "") {
+        // skip this "word"
+        continue;
+      }
+      // stem the word
+      var word = stemmer.stemWord(tmp[i].toLowerCase());
+      // prevent stemmer from cutting word smaller than two chars
+      if(word.length < 3 && tmp[i].length >= 3) {
+        word = tmp[i];
+      }
+      var toAppend;
+      // select the correct list
+      if (word[0] == '-') {
+        toAppend = excluded;
+        word = word.substr(1);
+      }
+      else {
+        toAppend = searchterms;
+        hlterms.push(tmp[i].toLowerCase());
+      }
+      // only add if not already in the list
+      if (!$u.contains(toAppend, word))
+        toAppend.push(word);
+    }
+    var highlightstring = '?highlight=' + $.urlencode(hlterms.join(" "));
+
+    // console.debug('SEARCH: searching for:');
+    // console.info('required: ', searchterms);
+    // console.info('excluded: ', excluded);
+
+    // prepare search
+    var terms = this._index.terms;
+    var titleterms = this._index.titleterms;
+
+    // array of [filename, title, anchor, descr, score]
+    var results = [];
+    $('#search-progress').empty();
+
+    // lookup as object
+    for (i = 0; i < objectterms.length; i++) {
+      var others = [].concat(objectterms.slice(0, i),
+                             objectterms.slice(i+1, objectterms.length));
+      results = results.concat(this.performObjectSearch(objectterms[i], others));
+    }
+
+    // lookup as search terms in fulltext
+    results = results.concat(this.performTermsSearch(searchterms, excluded, terms, titleterms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      for (i = 0; i < results.length; i++)
+        results[i][4] = Scorer.score(results[i]);
+    }
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort(function(a, b) {
+      var left = a[4];
+      var right = b[4];
+      if (left > right) {
+        return 1;
+      } else if (left < right) {
+        return -1;
+      } else {
+        // same score: sort alphabetically
+        left = a[1].toLowerCase();
+        right = b[1].toLowerCase();
+        return (left > right) ? -1 : ((left < right) ? 1 : 0);
+      }
+    });
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    //console.info('search results:', Search.lastresults);
+
+    // print the results
+    var resultCount = results.length;
+    function displayNextItem() {
+      // results left, load the summary and display it
+      if (results.length) {
+        var item = results.pop();
+        var listItem = $('<li></li>');
+        var requestUrl = "";
+        var linkUrl = "";
+        if (DOCUMENTATION_OPTIONS.BUILDER === 'dirhtml') {
+          // dirhtml builder
+          var dirname = item[0] + '/';
+          if (dirname.match(/\/index\/$/)) {
+            dirname = dirname.substring(0, dirname.length-6);
+          } else if (dirname == 'index/') {
+            dirname = '';
+          }
+          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + dirname;
+          linkUrl = requestUrl;
+
+        } else {
+          // normal html builders
+          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+          linkUrl = item[0] + DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+        }
+        listItem.append($('<a/>').attr('href',
+            linkUrl +
+            highlightstring + item[2]).html(item[1]));
+        if (item[3]) {
+          listItem.append($('<span> (' + item[3] + ')</span>'));
+          Search.output.append(listItem);
+          setTimeout(function() {
+            displayNextItem();
+          }, 5);
+        } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
+          $.ajax({url: requestUrl,
+                  dataType: "text",
+                  complete: function(jqxhr, textstatus) {
+                    var data = jqxhr.responseText;
+                    if (data !== '' && data !== undefined) {
+                      listItem.append(Search.makeSearchSummary(data, searchterms, hlterms));
+                    }
+                    Search.output.append(listItem);
+                    setTimeout(function() {
+                      displayNextItem();
+                    }, 5);
+                  }});
+        } else {
+          // no source available, just display title
+          Search.output.append(listItem);
+          setTimeout(function() {
+            displayNextItem();
+          }, 5);
+        }
+      }
+      // search finished, update title and status message
+      else {
+        Search.stopPulse();
+        Search.title.text(_('Search Results'));
+        if (!resultCount)
+          Search.status.text(_('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.text(_('Search finished, found %s page(s) matching the search query.').replace('%s', resultCount));
+        Search.status.fadeIn(500);
+      }
+    }
+    displayNextItem();
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch : function(object, otherterms) {
+    var filenames = this._index.filenames;
+    var docnames = this._index.docnames;
+    var objects = this._index.objects;
+    var objnames = this._index.objnames;
+    var titles = this._index.titles;
+
+    var i;
+    var results = [];
+
+    for (var prefix in objects) {
+      for (var name in objects[prefix]) {
+        var fullname = (prefix ? prefix + '.' : '') + name;
+        var fullnameLower = fullname.toLowerCase()
+        if (fullnameLower.indexOf(object) > -1) {
+          var score = 0;
+          var 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[parts.length - 1] == object) {
+            score += Scorer.objNameMatch;
+          // matches in last name
+          } else if (parts[parts.length - 1].indexOf(object) > -1) {
+            score += Scorer.objPartialMatch;
+          }
+          var match = objects[prefix][name];
+          var objname = objnames[match[1]][2];
+          var title = titles[match[0]];
+          // If more than one term searched for, we require other words to be
+          // found in the name/title/description
+          if (otherterms.length > 0) {
+            var haystack = (prefix + ' ' + name + ' ' +
+                            objname + ' ' + title).toLowerCase();
+            var allfound = true;
+            for (i = 0; i < otherterms.length; i++) {
+              if (haystack.indexOf(otherterms[i]) == -1) {
+                allfound = false;
+                break;
+              }
+            }
+            if (!allfound) {
+              continue;
+            }
+          }
+          var descr = objname + _(', in ') + title;
+
+          var anchor = match[3];
+          if (anchor === '')
+            anchor = fullname;
+          else if (anchor == '-')
+            anchor = objnames[match[1]][1] + '-' + fullname;
+          // 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]]]);
+        }
+      }
+    }
+
+    return results;
+  },
+
+  /**
+   * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions
+   */
+  escapeRegExp : function(string) {
+    return string.replace(/[.*+\-?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch : function(searchterms, excluded, terms, titleterms) {
+    var docnames = this._index.docnames;
+    var filenames = this._index.filenames;
+    var titles = this._index.titles;
+
+    var i, j, file;
+    var fileMap = {};
+    var scoreMap = {};
+    var results = [];
+
+    // perform the search on the required terms
+    for (i = 0; i < searchterms.length; i++) {
+      var word = searchterms[i];
+      var files = [];
+      var _o = [
+        {files: terms[word], score: Scorer.term},
+        {files: titleterms[word], score: Scorer.title}
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        var word_regex = this.escapeRegExp(word);
+        for (var w in terms) {
+          if (w.match(word_regex) && !terms[word]) {
+            _o.push({files: terms[w], score: Scorer.partialTerm})
+          }
+        }
+        for (var w in titleterms) {
+          if (w.match(word_regex) && !titleterms[word]) {
+              _o.push({files: titleterms[w], score: Scorer.partialTitle})
+          }
+        }
+      }
+
+      // no match but word was a required one
+      if ($u.every(_o, function(o){return o.files === undefined;})) {
+        break;
+      }
+      // found search word in contents
+      $u.each(_o, function(o) {
+        var _files = o.files;
+        if (_files === undefined)
+          return
+
+        if (_files.length === undefined)
+          _files = [_files];
+        files = files.concat(_files);
+
+        // set score for the word in each file to Scorer.term
+        for (j = 0; j < _files.length; j++) {
+          file = _files[j];
+          if (!(file in scoreMap))
+            scoreMap[file] = {};
+          scoreMap[file][word] = o.score;
+        }
+      });
+
+      // create the mapping
+      for (j = 0; j < files.length; j++) {
+        file = files[j];
+        if (file in fileMap && fileMap[file].indexOf(word) === -1)
+          fileMap[file].push(word);
+        else
+          fileMap[file] = [word];
+      }
+    }
+
+    // now check if the files don't contain excluded terms
+    for (file in fileMap) {
+      var valid = true;
+
+      // check if all requirements are matched
+      var filteredTermCount = // as search terms with length < 3 are discarded: ignore
+        searchterms.filter(function(term){return term.length > 2}).length
+      if (
+        fileMap[file].length != searchterms.length &&
+        fileMap[file].length != filteredTermCount
+      ) continue;
+
+      // ensure that none of the excluded terms is in the search result
+      for (i = 0; i < excluded.length; i++) {
+        if (terms[excluded[i]] == file ||
+            titleterms[excluded[i]] == file ||
+            $u.contains(terms[excluded[i]] || [], file) ||
+            $u.contains(titleterms[excluded[i]] || [], file)) {
+          valid = false;
+          break;
+        }
+      }
+
+      // if we have still a valid result we can add it to the result list
+      if (valid) {
+        // select one (max) score for the file.
+        // for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
+        var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
+        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, hlwords is the list of normal, unstemmed
+   * words. the first one is used to find the occurrence, the
+   * latter for highlighting it.
+   */
+  makeSearchSummary : function(htmlText, keywords, hlwords) {
+    var text = Search.htmlToText(htmlText);
+    var textLower = text.toLowerCase();
+    var start = 0;
+    $.each(keywords, function() {
+      var i = textLower.indexOf(this.toLowerCase());
+      if (i > -1)
+        start = i;
+    });
+    start = Math.max(start - 120, 0);
+    var excerpt = ((start > 0) ? '...' : '') +
+      $.trim(text.substr(start, 240)) +
+      ((start + 240 - text.length) ? '...' : '');
+    var rv = $('<div class="context"></div>').text(excerpt);
+    $.each(hlwords, function() {
+      rv = rv.highlightText(this, 'highlighted');
+    });
+    return rv;
+  }
+};
+
+$(document).ready(function() {
+  Search.init();
+});
diff --git a/branch/thor--simplify-ci/_static/sphinx_lesson.css b/branch/thor--simplify-ci/_static/sphinx_lesson.css
new file mode 100644
index 0000000..74de33e
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/sphinx_lesson.css
@@ -0,0 +1,31 @@
+/* sphinx_lesson.css */
+
+body.wy-body-for-nav img.with-border {
+    border: 2px solid;
+}
+
+/* challenge */
+.rst-content .challenge > .admonition-title::before {
+    content: "✏️";  /* Pencil */
+}
+
+/* solution */
+.rst-content .solution > .admonition-title::before {
+    content: "✔️";  /* Check mark */
+}
+
+/* questions */
+.rst-content .questions > .admonition-title::before {
+    content: "❓";  /* 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: "";
+}
diff --git a/branch/thor--simplify-ci/_static/sphinx_rtd_theme_ext_color_contrast.css b/branch/thor--simplify-ci/_static/sphinx_rtd_theme_ext_color_contrast.css
new file mode 100644
index 0000000..e68feb8
--- /dev/null
+++ b/branch/thor--simplify-ci/_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/thor--simplify-ci/_static/tabs.css b/branch/thor--simplify-ci/_static/tabs.css
new file mode 100644
index 0000000..c74e895
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/tabs.css
@@ -0,0 +1,53 @@
+.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;
+}
diff --git a/branch/thor--simplify-ci/_static/tabs.js b/branch/thor--simplify-ci/_static/tabs.js
new file mode 100644
index 0000000..5fe8525
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/tabs.js
@@ -0,0 +1,130 @@
+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) selectGroupedTabs(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 selected = this.getAttribute("aria-selected") === "true";
+  const positionBefore = this.parentNode.getBoundingClientRect().top;
+  const closable = this.parentNode.classList.contains("closeable");
+
+  deselectTabList(this);
+
+  if (!selected || !closable) {
+    selectTab(this);
+    const name = this.getAttribute("name");
+    selectGroupedTabs(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);
+}
+
+function selectTab(target) {
+  target.setAttribute("aria-selected", true);
+
+  // Show the associated panel
+  document
+    .getElementById(target.getAttribute("aria-controls"))
+    .removeAttribute("hidden");
+}
+
+/**
+ * Select all other grouped tabs via tab name.
+ * @param  {Node} name name of grouped tab to be selected
+ * @param  {Node} clickedId id of clicked tab
+ */
+function selectGroupedTabs(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);
+      }
+    })
+}
+
+/**
+ * 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(p => p.setAttribute("hidden", true));
+}
diff --git a/branch/thor--simplify-ci/_static/togglebutton.css b/branch/thor--simplify-ci/_static/togglebutton.css
new file mode 100644
index 0000000..d55b5ca
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/togglebutton.css
@@ -0,0 +1,90 @@
+/* Visibility of the target */
+.toggle, div.admonition.toggle .admonition-title ~ * {
+    transition: opacity .5s, height .5s;
+}
+
+.toggle-hidden:not(.admonition) {
+    visibility: hidden;
+    opacity: 0;
+    height: 1.5em;
+    margin: 0px;
+    padding: 0px;
+}
+
+/* Overrides for admonition toggles */
+
+/* Titles should cut off earlier to avoid overlapping w/ button */
+div.admonition.toggle p.admonition-title {
+    padding-right: 25%;
+}
+
+/* hides all the content of a page until de-toggled */
+div.admonition.toggle-hidden .admonition-title ~ * {
+    height: 0;
+    margin: 0;
+    float: left; /* so they overlap when hidden */
+    opacity: 0;
+    visibility: hidden;
+}
+
+/* Toggle buttons inside admonitions so we see the title */
+.toggle.admonition {
+    position: relative;
+}
+
+.toggle.admonition.admonition-title:after {
+    content: "" !important;
+}
+
+/* Note, we'll over-ride this in sphinx-book-theme */
+.toggle.admonition button.toggle-button {
+    margin-right: 0.5em;
+    right: 0em;
+    position: absolute;
+    top: .2em;
+}
+
+/* General button style */
+button.toggle-button {
+    background: #999;
+    border: none;
+    z-index: 100;
+    right: -2.5em;
+    margin-left: -2.5em; /* A hack to keep code blocks from being pushed left */
+    position: relative;
+    float: right;
+    border-radius: 100%;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0px;
+}
+
+@media (min-width: 768px) {
+    button.toggle-button.toggle-button-hidden:before {
+        content: "Click to show";
+        position: absolute;
+        font-size: .8em;
+        left: -6.5em;
+        bottom: .4em;
+    }
+}
+
+
+/* Plus / minus toggles */
+.toggle-button .bar {
+    background-color: white;
+    position: absolute;
+    left: 15%;
+    top: 43%;
+    width: 16px;
+    height: 3px;
+}
+
+.toggle-button .vertical {
+    transition: all 0.25s ease-in-out;
+    transform-origin: center;
+}
+
+.toggle-button-hidden .vertical {
+    transform: rotate(-90deg);
+}
\ No newline at end of file
diff --git a/branch/thor--simplify-ci/_static/togglebutton.js b/branch/thor--simplify-ci/_static/togglebutton.js
new file mode 100644
index 0000000..19d38c1
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/togglebutton.js
@@ -0,0 +1,76 @@
+var initToggleItems = () => {
+  var itemsToToggle = document.querySelectorAll(togglebuttonSelector);
+  console.log(itemsToToggle, togglebuttonSelector)
+  // Add the button to each admonition and hook up a callback to toggle visibility
+  itemsToToggle.forEach((item, index) => {
+    var toggleID = `toggle-${index}`;
+    var buttonID = `button-${toggleID}`;
+    var collapseButton = `
+      <button id="${buttonID}" class="toggle-button" data-target="${toggleID}" data-button="${buttonID}">
+          <div class="bar horizontal" data-button="${buttonID}"></div>
+          <div class="bar vertical" data-button="${buttonID}"></div>
+      </button>`;
+
+    item.setAttribute('id', toggleID);
+
+    if (!item.classList.contains("toggle")){
+      item.classList.add("toggle");
+    }
+
+    // If it's an admonition block, then we'll add the button inside
+    if (item.classList.contains("admonition")) {
+      item.insertAdjacentHTML("afterbegin", collapseButton);
+    } else {
+      item.insertAdjacentHTML('beforebegin', collapseButton);
+    }
+
+    thisButton = $(`#${buttonID}`);
+    thisButton.on('click', toggleClickHandler);
+    if (!item.classList.contains("toggle-shown")) {
+      toggleHidden(thisButton[0]);
+    }
+  })
+};
+
+// 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) => {
+  button = document.getElementById(click.target.dataset['button']);
+  toggleHidden(button);
+}
+
+// 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)
diff --git a/branch/thor--simplify-ci/_static/underscore-1.12.0.js b/branch/thor--simplify-ci/_static/underscore-1.12.0.js
new file mode 100644
index 0000000..3af6352
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/underscore-1.12.0.js
@@ -0,0 +1,2027 @@
+(function (global, factory) {
+  typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() :
+  typeof define === 'function' && define.amd ? define('underscore', factory) :
+  (global = global || self, (function () {
+    var current = global._;
+    var exports = global._ = factory();
+    exports.noConflict = function () { global._ = current; return exports; };
+  }()));
+}(this, (function () {
+  //     Underscore.js 1.12.0
+  //     https://underscorejs.org
+  //     (c) 2009-2020 Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors
+  //     Underscore may be freely distributed under the MIT license.
+
+  // Current version.
+  var VERSION = '1.12.0';
+
+  // Establish the root object, `window` (`self`) in the browser, `global`
+  // on the server, or `this` in some virtual machines. We use `self`
+  // instead of `window` for `WebWorker` support.
+  var root = typeof self == 'object' && self.self === self && self ||
+            typeof global == 'object' && global.global === global && global ||
+            Function('return this')() ||
+            {};
+
+  // Save bytes in the minified (but not gzipped) version:
+  var ArrayProto = Array.prototype, ObjProto = Object.prototype;
+  var SymbolProto = typeof Symbol !== 'undefined' ? Symbol.prototype : null;
+
+  // Create quick reference variables for speed access to core prototypes.
+  var push = ArrayProto.push,
+      slice = ArrayProto.slice,
+      toString = ObjProto.toString,
+      hasOwnProperty = ObjProto.hasOwnProperty;
+
+  // Modern feature detection.
+  var supportsArrayBuffer = typeof ArrayBuffer !== 'undefined',
+      supportsDataView = typeof DataView !== 'undefined';
+
+  // All **ECMAScript 5+** native function implementations that we hope to use
+  // are declared here.
+  var nativeIsArray = Array.isArray,
+      nativeKeys = Object.keys,
+      nativeCreate = Object.create,
+      nativeIsView = supportsArrayBuffer && ArrayBuffer.isView;
+
+  // Create references to these builtin functions because we override them.
+  var _isNaN = isNaN,
+      _isFinite = isFinite;
+
+  // Keys in IE < 9 that won't be iterated by `for key in ...` and thus missed.
+  var hasEnumBug = !{toString: null}.propertyIsEnumerable('toString');
+  var nonEnumerableProps = ['valueOf', 'isPrototypeOf', 'toString',
+    'propertyIsEnumerable', 'hasOwnProperty', 'toLocaleString'];
+
+  // The largest integer that can be represented exactly.
+  var MAX_ARRAY_INDEX = Math.pow(2, 53) - 1;
+
+  // Some functions take a variable number of arguments, or a few expected
+  // arguments at the beginning and then a variable number of values to operate
+  // on. This helper accumulates all remaining arguments past the function’s
+  // argument length (or an explicit `startIndex`), into an array that becomes
+  // the last argument. Similar to ES6’s "rest parameter".
+  function restArguments(func, startIndex) {
+    startIndex = startIndex == null ? func.length - 1 : +startIndex;
+    return function() {
+      var length = Math.max(arguments.length - startIndex, 0),
+          rest = Array(length),
+          index = 0;
+      for (; index < length; index++) {
+        rest[index] = arguments[index + startIndex];
+      }
+      switch (startIndex) {
+        case 0: return func.call(this, rest);
+        case 1: return func.call(this, arguments[0], rest);
+        case 2: return func.call(this, arguments[0], arguments[1], rest);
+      }
+      var args = Array(startIndex + 1);
+      for (index = 0; index < startIndex; index++) {
+        args[index] = arguments[index];
+      }
+      args[startIndex] = rest;
+      return func.apply(this, args);
+    };
+  }
+
+  // Is a given variable an object?
+  function isObject(obj) {
+    var type = typeof obj;
+    return type === 'function' || type === 'object' && !!obj;
+  }
+
+  // Is a given value equal to null?
+  function isNull(obj) {
+    return obj === null;
+  }
+
+  // Is a given variable undefined?
+  function isUndefined(obj) {
+    return obj === void 0;
+  }
+
+  // Is a given value a boolean?
+  function isBoolean(obj) {
+    return obj === true || obj === false || toString.call(obj) === '[object Boolean]';
+  }
+
+  // Is a given value a DOM element?
+  function isElement(obj) {
+    return !!(obj && obj.nodeType === 1);
+  }
+
+  // Internal function for creating a `toString`-based type tester.
+  function tagTester(name) {
+    var tag = '[object ' + name + ']';
+    return function(obj) {
+      return toString.call(obj) === tag;
+    };
+  }
+
+  var isString = tagTester('String');
+
+  var isNumber = tagTester('Number');
+
+  var isDate = tagTester('Date');
+
+  var isRegExp = tagTester('RegExp');
+
+  var isError = tagTester('Error');
+
+  var isSymbol = tagTester('Symbol');
+
+  var isArrayBuffer = tagTester('ArrayBuffer');
+
+  var isFunction = tagTester('Function');
+
+  // Optimize `isFunction` if appropriate. Work around some `typeof` bugs in old
+  // v8, IE 11 (#1621), Safari 8 (#1929), and PhantomJS (#2236).
+  var nodelist = root.document && root.document.childNodes;
+  if (typeof /./ != 'function' && typeof Int8Array != 'object' && typeof nodelist != 'function') {
+    isFunction = function(obj) {
+      return typeof obj == 'function' || false;
+    };
+  }
+
+  var isFunction$1 = isFunction;
+
+  var hasObjectTag = tagTester('Object');
+
+  // In IE 10 - Edge 13, `DataView` has string tag `'[object Object]'`.
+  // In IE 11, the most common among them, this problem also applies to
+  // `Map`, `WeakMap` and `Set`.
+  var hasStringTagBug = (
+        supportsDataView && hasObjectTag(new DataView(new ArrayBuffer(8)))
+      ),
+      isIE11 = (typeof Map !== 'undefined' && hasObjectTag(new Map));
+
+  var isDataView = tagTester('DataView');
+
+  // In IE 10 - Edge 13, we need a different heuristic
+  // to determine whether an object is a `DataView`.
+  function ie10IsDataView(obj) {
+    return obj != null && isFunction$1(obj.getInt8) && isArrayBuffer(obj.buffer);
+  }
+
+  var isDataView$1 = (hasStringTagBug ? ie10IsDataView : isDataView);
+
+  // Is a given value an array?
+  // Delegates to ECMA5's native `Array.isArray`.
+  var isArray = nativeIsArray || tagTester('Array');
+
+  // Internal function to check whether `key` is an own property name of `obj`.
+  function has(obj, key) {
+    return obj != null && hasOwnProperty.call(obj, key);
+  }
+
+  var isArguments = tagTester('Arguments');
+
+  // Define a fallback version of the method in browsers (ahem, IE < 9), where
+  // there isn't any inspectable "Arguments" type.
+  (function() {
+    if (!isArguments(arguments)) {
+      isArguments = function(obj) {
+        return has(obj, 'callee');
+      };
+    }
+  }());
+
+  var isArguments$1 = isArguments;
+
+  // Is a given object a finite number?
+  function isFinite$1(obj) {
+    return !isSymbol(obj) && _isFinite(obj) && !isNaN(parseFloat(obj));
+  }
+
+  // Is the given value `NaN`?
+  function isNaN$1(obj) {
+    return isNumber(obj) && _isNaN(obj);
+  }
+
+  // Predicate-generating function. Often useful outside of Underscore.
+  function constant(value) {
+    return function() {
+      return value;
+    };
+  }
+
+  // Common internal logic for `isArrayLike` and `isBufferLike`.
+  function createSizePropertyCheck(getSizeProperty) {
+    return function(collection) {
+      var sizeProperty = getSizeProperty(collection);
+      return typeof sizeProperty == 'number' && sizeProperty >= 0 && sizeProperty <= MAX_ARRAY_INDEX;
+    }
+  }
+
+  // Internal helper to generate a function to obtain property `key` from `obj`.
+  function shallowProperty(key) {
+    return function(obj) {
+      return obj == null ? void 0 : obj[key];
+    };
+  }
+
+  // Internal helper to obtain the `byteLength` property of an object.
+  var getByteLength = shallowProperty('byteLength');
+
+  // Internal helper to determine whether we should spend extensive checks against
+  // `ArrayBuffer` et al.
+  var isBufferLike = createSizePropertyCheck(getByteLength);
+
+  // Is a given value a typed array?
+  var typedArrayPattern = /\[object ((I|Ui)nt(8|16|32)|Float(32|64)|Uint8Clamped|Big(I|Ui)nt64)Array\]/;
+  function isTypedArray(obj) {
+    // `ArrayBuffer.isView` is the most future-proof, so use it when available.
+    // Otherwise, fall back on the above regular expression.
+    return nativeIsView ? (nativeIsView(obj) && !isDataView$1(obj)) :
+                  isBufferLike(obj) && typedArrayPattern.test(toString.call(obj));
+  }
+
+  var isTypedArray$1 = supportsArrayBuffer ? isTypedArray : constant(false);
+
+  // Internal helper to obtain the `length` property of an object.
+  var getLength = shallowProperty('length');
+
+  // Internal helper to create a simple lookup structure.
+  // `collectNonEnumProps` used to depend on `_.contains`, but this led to
+  // circular imports. `emulatedSet` is a one-off solution that only works for
+  // arrays of strings.
+  function emulatedSet(keys) {
+    var hash = {};
+    for (var l = keys.length, i = 0; i < l; ++i) hash[keys[i]] = true;
+    return {
+      contains: function(key) { return hash[key]; },
+      push: function(key) {
+        hash[key] = true;
+        return keys.push(key);
+      }
+    };
+  }
+
+  // Internal helper. Checks `keys` for the presence of keys in IE < 9 that won't
+  // be iterated by `for key in ...` and thus missed. Extends `keys` in place if
+  // needed.
+  function collectNonEnumProps(obj, keys) {
+    keys = emulatedSet(keys);
+    var nonEnumIdx = nonEnumerableProps.length;
+    var constructor = obj.constructor;
+    var proto = isFunction$1(constructor) && constructor.prototype || ObjProto;
+
+    // Constructor is a special case.
+    var prop = 'constructor';
+    if (has(obj, prop) && !keys.contains(prop)) keys.push(prop);
+
+    while (nonEnumIdx--) {
+      prop = nonEnumerableProps[nonEnumIdx];
+      if (prop in obj && obj[prop] !== proto[prop] && !keys.contains(prop)) {
+        keys.push(prop);
+      }
+    }
+  }
+
+  // Retrieve the names of an object's own properties.
+  // Delegates to **ECMAScript 5**'s native `Object.keys`.
+  function keys(obj) {
+    if (!isObject(obj)) return [];
+    if (nativeKeys) return nativeKeys(obj);
+    var keys = [];
+    for (var key in obj) if (has(obj, key)) keys.push(key);
+    // Ahem, IE < 9.
+    if (hasEnumBug) collectNonEnumProps(obj, keys);
+    return keys;
+  }
+
+  // Is a given array, string, or object empty?
+  // An "empty" object has no enumerable own-properties.
+  function isEmpty(obj) {
+    if (obj == null) return true;
+    // Skip the more expensive `toString`-based type checks if `obj` has no
+    // `.length`.
+    var length = getLength(obj);
+    if (typeof length == 'number' && (
+      isArray(obj) || isString(obj) || isArguments$1(obj)
+    )) return length === 0;
+    return getLength(keys(obj)) === 0;
+  }
+
+  // Returns whether an object has a given set of `key:value` pairs.
+  function isMatch(object, attrs) {
+    var _keys = keys(attrs), length = _keys.length;
+    if (object == null) return !length;
+    var obj = Object(object);
+    for (var i = 0; i < length; i++) {
+      var key = _keys[i];
+      if (attrs[key] !== obj[key] || !(key in obj)) return false;
+    }
+    return true;
+  }
+
+  // If Underscore is called as a function, it returns a wrapped object that can
+  // be used OO-style. This wrapper holds altered versions of all functions added
+  // through `_.mixin`. Wrapped objects may be chained.
+  function _(obj) {
+    if (obj instanceof _) return obj;
+    if (!(this instanceof _)) return new _(obj);
+    this._wrapped = obj;
+  }
+
+  _.VERSION = VERSION;
+
+  // Extracts the result from a wrapped and chained object.
+  _.prototype.value = function() {
+    return this._wrapped;
+  };
+
+  // Provide unwrapping proxies for some methods used in engine operations
+  // such as arithmetic and JSON stringification.
+  _.prototype.valueOf = _.prototype.toJSON = _.prototype.value;
+
+  _.prototype.toString = function() {
+    return String(this._wrapped);
+  };
+
+  // Internal function to wrap or shallow-copy an ArrayBuffer,
+  // typed array or DataView to a new view, reusing the buffer.
+  function toBufferView(bufferSource) {
+    return new Uint8Array(
+      bufferSource.buffer || bufferSource,
+      bufferSource.byteOffset || 0,
+      getByteLength(bufferSource)
+    );
+  }
+
+  // We use this string twice, so give it a name for minification.
+  var tagDataView = '[object DataView]';
+
+  // Internal recursive comparison function for `_.isEqual`.
+  function eq(a, b, aStack, bStack) {
+    // Identical objects are equal. `0 === -0`, but they aren't identical.
+    // See the [Harmony `egal` proposal](https://wiki.ecmascript.org/doku.php?id=harmony:egal).
+    if (a === b) return a !== 0 || 1 / a === 1 / b;
+    // `null` or `undefined` only equal to itself (strict comparison).
+    if (a == null || b == null) return false;
+    // `NaN`s are equivalent, but non-reflexive.
+    if (a !== a) return b !== b;
+    // Exhaust primitive checks
+    var type = typeof a;
+    if (type !== 'function' && type !== 'object' && typeof b != 'object') return false;
+    return deepEq(a, b, aStack, bStack);
+  }
+
+  // Internal recursive comparison function for `_.isEqual`.
+  function deepEq(a, b, aStack, bStack) {
+    // Unwrap any wrapped objects.
+    if (a instanceof _) a = a._wrapped;
+    if (b instanceof _) b = b._wrapped;
+    // Compare `[[Class]]` names.
+    var className = toString.call(a);
+    if (className !== toString.call(b)) return false;
+    // Work around a bug in IE 10 - Edge 13.
+    if (hasStringTagBug && className == '[object Object]' && isDataView$1(a)) {
+      if (!isDataView$1(b)) return false;
+      className = tagDataView;
+    }
+    switch (className) {
+      // These types are compared by value.
+      case '[object RegExp]':
+        // RegExps are coerced to strings for comparison (Note: '' + /a/i === '/a/i')
+      case '[object String]':
+        // Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
+        // equivalent to `new String("5")`.
+        return '' + a === '' + b;
+      case '[object Number]':
+        // `NaN`s are equivalent, but non-reflexive.
+        // Object(NaN) is equivalent to NaN.
+        if (+a !== +a) return +b !== +b;
+        // An `egal` comparison is performed for other numeric values.
+        return +a === 0 ? 1 / +a === 1 / b : +a === +b;
+      case '[object Date]':
+      case '[object Boolean]':
+        // Coerce dates and booleans to numeric primitive values. Dates are compared by their
+        // millisecond representations. Note that invalid dates with millisecond representations
+        // of `NaN` are not equivalent.
+        return +a === +b;
+      case '[object Symbol]':
+        return SymbolProto.valueOf.call(a) === SymbolProto.valueOf.call(b);
+      case '[object ArrayBuffer]':
+      case tagDataView:
+        // Coerce to typed array so we can fall through.
+        return deepEq(toBufferView(a), toBufferView(b), aStack, bStack);
+    }
+
+    var areArrays = className === '[object Array]';
+    if (!areArrays && isTypedArray$1(a)) {
+        var byteLength = getByteLength(a);
+        if (byteLength !== getByteLength(b)) return false;
+        if (a.buffer === b.buffer && a.byteOffset === b.byteOffset) return true;
+        areArrays = true;
+    }
+    if (!areArrays) {
+      if (typeof a != 'object' || typeof b != 'object') return false;
+
+      // Objects with different constructors are not equivalent, but `Object`s or `Array`s
+      // from different frames are.
+      var aCtor = a.constructor, bCtor = b.constructor;
+      if (aCtor !== bCtor && !(isFunction$1(aCtor) && aCtor instanceof aCtor &&
+                               isFunction$1(bCtor) && bCtor instanceof bCtor)
+                          && ('constructor' in a && 'constructor' in b)) {
+        return false;
+      }
+    }
+    // Assume equality for cyclic structures. The algorithm for detecting cyclic
+    // structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
+
+    // Initializing stack of traversed objects.
+    // It's done here since we only need them for objects and arrays comparison.
+    aStack = aStack || [];
+    bStack = bStack || [];
+    var length = aStack.length;
+    while (length--) {
+      // Linear search. Performance is inversely proportional to the number of
+      // unique nested structures.
+      if (aStack[length] === a) return bStack[length] === b;
+    }
+
+    // Add the first object to the stack of traversed objects.
+    aStack.push(a);
+    bStack.push(b);
+
+    // Recursively compare objects and arrays.
+    if (areArrays) {
+      // Compare array lengths to determine if a deep comparison is necessary.
+      length = a.length;
+      if (length !== b.length) return false;
+      // Deep compare the contents, ignoring non-numeric properties.
+      while (length--) {
+        if (!eq(a[length], b[length], aStack, bStack)) return false;
+      }
+    } else {
+      // Deep compare objects.
+      var _keys = keys(a), key;
+      length = _keys.length;
+      // Ensure that both objects contain the same number of properties before comparing deep equality.
+      if (keys(b).length !== length) return false;
+      while (length--) {
+        // Deep compare each member
+        key = _keys[length];
+        if (!(has(b, key) && eq(a[key], b[key], aStack, bStack))) return false;
+      }
+    }
+    // Remove the first object from the stack of traversed objects.
+    aStack.pop();
+    bStack.pop();
+    return true;
+  }
+
+  // Perform a deep comparison to check if two objects are equal.
+  function isEqual(a, b) {
+    return eq(a, b);
+  }
+
+  // Retrieve all the enumerable property names of an object.
+  function allKeys(obj) {
+    if (!isObject(obj)) return [];
+    var keys = [];
+    for (var key in obj) keys.push(key);
+    // Ahem, IE < 9.
+    if (hasEnumBug) collectNonEnumProps(obj, keys);
+    return keys;
+  }
+
+  // Since the regular `Object.prototype.toString` type tests don't work for
+  // some types in IE 11, we use a fingerprinting heuristic instead, based
+  // on the methods. It's not great, but it's the best we got.
+  // The fingerprint method lists are defined below.
+  function ie11fingerprint(methods) {
+    var length = getLength(methods);
+    return function(obj) {
+      if (obj == null) return false;
+      // `Map`, `WeakMap` and `Set` have no enumerable keys.
+      var keys = allKeys(obj);
+      if (getLength(keys)) return false;
+      for (var i = 0; i < length; i++) {
+        if (!isFunction$1(obj[methods[i]])) return false;
+      }
+      // If we are testing against `WeakMap`, we need to ensure that
+      // `obj` doesn't have a `forEach` method in order to distinguish
+      // it from a regular `Map`.
+      return methods !== weakMapMethods || !isFunction$1(obj[forEachName]);
+    };
+  }
+
+  // In the interest of compact minification, we write
+  // each string in the fingerprints only once.
+  var forEachName = 'forEach',
+      hasName = 'has',
+      commonInit = ['clear', 'delete'],
+      mapTail = ['get', hasName, 'set'];
+
+  // `Map`, `WeakMap` and `Set` each have slightly different
+  // combinations of the above sublists.
+  var mapMethods = commonInit.concat(forEachName, mapTail),
+      weakMapMethods = commonInit.concat(mapTail),
+      setMethods = ['add'].concat(commonInit, forEachName, hasName);
+
+  var isMap = isIE11 ? ie11fingerprint(mapMethods) : tagTester('Map');
+
+  var isWeakMap = isIE11 ? ie11fingerprint(weakMapMethods) : tagTester('WeakMap');
+
+  var isSet = isIE11 ? ie11fingerprint(setMethods) : tagTester('Set');
+
+  var isWeakSet = tagTester('WeakSet');
+
+  // Retrieve the values of an object's properties.
+  function values(obj) {
+    var _keys = keys(obj);
+    var length = _keys.length;
+    var values = Array(length);
+    for (var i = 0; i < length; i++) {
+      values[i] = obj[_keys[i]];
+    }
+    return values;
+  }
+
+  // Convert an object into a list of `[key, value]` pairs.
+  // The opposite of `_.object` with one argument.
+  function pairs(obj) {
+    var _keys = keys(obj);
+    var length = _keys.length;
+    var pairs = Array(length);
+    for (var i = 0; i < length; i++) {
+      pairs[i] = [_keys[i], obj[_keys[i]]];
+    }
+    return pairs;
+  }
+
+  // Invert the keys and values of an object. The values must be serializable.
+  function invert(obj) {
+    var result = {};
+    var _keys = keys(obj);
+    for (var i = 0, length = _keys.length; i < length; i++) {
+      result[obj[_keys[i]]] = _keys[i];
+    }
+    return result;
+  }
+
+  // Return a sorted list of the function names available on the object.
+  function functions(obj) {
+    var names = [];
+    for (var key in obj) {
+      if (isFunction$1(obj[key])) names.push(key);
+    }
+    return names.sort();
+  }
+
+  // An internal function for creating assigner functions.
+  function createAssigner(keysFunc, defaults) {
+    return function(obj) {
+      var length = arguments.length;
+      if (defaults) obj = Object(obj);
+      if (length < 2 || obj == null) return obj;
+      for (var index = 1; index < length; index++) {
+        var source = arguments[index],
+            keys = keysFunc(source),
+            l = keys.length;
+        for (var i = 0; i < l; i++) {
+          var key = keys[i];
+          if (!defaults || obj[key] === void 0) obj[key] = source[key];
+        }
+      }
+      return obj;
+    };
+  }
+
+  // Extend a given object with all the properties in passed-in object(s).
+  var extend = createAssigner(allKeys);
+
+  // Assigns a given object with all the own properties in the passed-in
+  // object(s).
+  // (https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object/assign)
+  var extendOwn = createAssigner(keys);
+
+  // Fill in a given object with default properties.
+  var defaults = createAssigner(allKeys, true);
+
+  // Create a naked function reference for surrogate-prototype-swapping.
+  function ctor() {
+    return function(){};
+  }
+
+  // An internal function for creating a new object that inherits from another.
+  function baseCreate(prototype) {
+    if (!isObject(prototype)) return {};
+    if (nativeCreate) return nativeCreate(prototype);
+    var Ctor = ctor();
+    Ctor.prototype = prototype;
+    var result = new Ctor;
+    Ctor.prototype = null;
+    return result;
+  }
+
+  // Creates an object that inherits from the given prototype object.
+  // If additional properties are provided then they will be added to the
+  // created object.
+  function create(prototype, props) {
+    var result = baseCreate(prototype);
+    if (props) extendOwn(result, props);
+    return result;
+  }
+
+  // Create a (shallow-cloned) duplicate of an object.
+  function clone(obj) {
+    if (!isObject(obj)) return obj;
+    return isArray(obj) ? obj.slice() : extend({}, obj);
+  }
+
+  // Invokes `interceptor` with the `obj` and then returns `obj`.
+  // The primary purpose of this method is to "tap into" a method chain, in
+  // order to perform operations on intermediate results within the chain.
+  function tap(obj, interceptor) {
+    interceptor(obj);
+    return obj;
+  }
+
+  // Normalize a (deep) property `path` to array.
+  // Like `_.iteratee`, this function can be customized.
+  function toPath(path) {
+    return isArray(path) ? path : [path];
+  }
+  _.toPath = toPath;
+
+  // Internal wrapper for `_.toPath` to enable minification.
+  // Similar to `cb` for `_.iteratee`.
+  function toPath$1(path) {
+    return _.toPath(path);
+  }
+
+  // Internal function to obtain a nested property in `obj` along `path`.
+  function deepGet(obj, path) {
+    var length = path.length;
+    for (var i = 0; i < length; i++) {
+      if (obj == null) return void 0;
+      obj = obj[path[i]];
+    }
+    return length ? obj : void 0;
+  }
+
+  // Get the value of the (deep) property on `path` from `object`.
+  // If any property in `path` does not exist or if the value is
+  // `undefined`, return `defaultValue` instead.
+  // The `path` is normalized through `_.toPath`.
+  function get(object, path, defaultValue) {
+    var value = deepGet(object, toPath$1(path));
+    return isUndefined(value) ? defaultValue : value;
+  }
+
+  // Shortcut function for checking if an object has a given property directly on
+  // itself (in other words, not on a prototype). Unlike the internal `has`
+  // function, this public version can also traverse nested properties.
+  function has$1(obj, path) {
+    path = toPath$1(path);
+    var length = path.length;
+    for (var i = 0; i < length; i++) {
+      var key = path[i];
+      if (!has(obj, key)) return false;
+      obj = obj[key];
+    }
+    return !!length;
+  }
+
+  // Keep the identity function around for default iteratees.
+  function identity(value) {
+    return value;
+  }
+
+  // Returns a predicate for checking whether an object has a given set of
+  // `key:value` pairs.
+  function matcher(attrs) {
+    attrs = extendOwn({}, attrs);
+    return function(obj) {
+      return isMatch(obj, attrs);
+    };
+  }
+
+  // Creates a function that, when passed an object, will traverse that object’s
+  // properties down the given `path`, specified as an array of keys or indices.
+  function property(path) {
+    path = toPath$1(path);
+    return function(obj) {
+      return deepGet(obj, path);
+    };
+  }
+
+  // Internal function that returns an efficient (for current engines) version
+  // of the passed-in callback, to be repeatedly applied in other Underscore
+  // functions.
+  function optimizeCb(func, context, argCount) {
+    if (context === void 0) return func;
+    switch (argCount == null ? 3 : argCount) {
+      case 1: return function(value) {
+        return func.call(context, value);
+      };
+      // The 2-argument case is omitted because we’re not using it.
+      case 3: return function(value, index, collection) {
+        return func.call(context, value, index, collection);
+      };
+      case 4: return function(accumulator, value, index, collection) {
+        return func.call(context, accumulator, value, index, collection);
+      };
+    }
+    return function() {
+      return func.apply(context, arguments);
+    };
+  }
+
+  // An internal function to generate callbacks that can be applied to each
+  // element in a collection, returning the desired result — either `_.identity`,
+  // an arbitrary callback, a property matcher, or a property accessor.
+  function baseIteratee(value, context, argCount) {
+    if (value == null) return identity;
+    if (isFunction$1(value)) return optimizeCb(value, context, argCount);
+    if (isObject(value) && !isArray(value)) return matcher(value);
+    return property(value);
+  }
+
+  // External wrapper for our callback generator. Users may customize
+  // `_.iteratee` if they want additional predicate/iteratee shorthand styles.
+  // This abstraction hides the internal-only `argCount` argument.
+  function iteratee(value, context) {
+    return baseIteratee(value, context, Infinity);
+  }
+  _.iteratee = iteratee;
+
+  // The function we call internally to generate a callback. It invokes
+  // `_.iteratee` if overridden, otherwise `baseIteratee`.
+  function cb(value, context, argCount) {
+    if (_.iteratee !== iteratee) return _.iteratee(value, context);
+    return baseIteratee(value, context, argCount);
+  }
+
+  // Returns the results of applying the `iteratee` to each element of `obj`.
+  // In contrast to `_.map` it returns an object.
+  function mapObject(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    var _keys = keys(obj),
+        length = _keys.length,
+        results = {};
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys[index];
+      results[currentKey] = iteratee(obj[currentKey], currentKey, obj);
+    }
+    return results;
+  }
+
+  // Predicate-generating function. Often useful outside of Underscore.
+  function noop(){}
+
+  // Generates a function for a given object that returns a given property.
+  function propertyOf(obj) {
+    if (obj == null) return noop;
+    return function(path) {
+      return get(obj, path);
+    };
+  }
+
+  // Run a function **n** times.
+  function times(n, iteratee, context) {
+    var accum = Array(Math.max(0, n));
+    iteratee = optimizeCb(iteratee, context, 1);
+    for (var i = 0; i < n; i++) accum[i] = iteratee(i);
+    return accum;
+  }
+
+  // Return a random integer between `min` and `max` (inclusive).
+  function random(min, max) {
+    if (max == null) {
+      max = min;
+      min = 0;
+    }
+    return min + Math.floor(Math.random() * (max - min + 1));
+  }
+
+  // A (possibly faster) way to get the current timestamp as an integer.
+  var now = Date.now || function() {
+    return new Date().getTime();
+  };
+
+  // Internal helper to generate functions for escaping and unescaping strings
+  // to/from HTML interpolation.
+  function createEscaper(map) {
+    var escaper = function(match) {
+      return map[match];
+    };
+    // Regexes for identifying a key that needs to be escaped.
+    var source = '(?:' + keys(map).join('|') + ')';
+    var testRegexp = RegExp(source);
+    var replaceRegexp = RegExp(source, 'g');
+    return function(string) {
+      string = string == null ? '' : '' + string;
+      return testRegexp.test(string) ? string.replace(replaceRegexp, escaper) : string;
+    };
+  }
+
+  // Internal list of HTML entities for escaping.
+  var escapeMap = {
+    '&': '&amp;',
+    '<': '&lt;',
+    '>': '&gt;',
+    '"': '&quot;',
+    "'": '&#x27;',
+    '`': '&#x60;'
+  };
+
+  // Function for escaping strings to HTML interpolation.
+  var _escape = createEscaper(escapeMap);
+
+  // Internal list of HTML entities for unescaping.
+  var unescapeMap = invert(escapeMap);
+
+  // Function for unescaping strings from HTML interpolation.
+  var _unescape = createEscaper(unescapeMap);
+
+  // By default, Underscore uses ERB-style template delimiters. Change the
+  // following template settings to use alternative delimiters.
+  var templateSettings = _.templateSettings = {
+    evaluate: /<%([\s\S]+?)%>/g,
+    interpolate: /<%=([\s\S]+?)%>/g,
+    escape: /<%-([\s\S]+?)%>/g
+  };
+
+  // When customizing `_.templateSettings`, if you don't want to define an
+  // interpolation, evaluation or escaping regex, we need one that is
+  // guaranteed not to match.
+  var noMatch = /(.)^/;
+
+  // Certain characters need to be escaped so that they can be put into a
+  // string literal.
+  var escapes = {
+    "'": "'",
+    '\\': '\\',
+    '\r': 'r',
+    '\n': 'n',
+    '\u2028': 'u2028',
+    '\u2029': 'u2029'
+  };
+
+  var escapeRegExp = /\\|'|\r|\n|\u2028|\u2029/g;
+
+  function escapeChar(match) {
+    return '\\' + escapes[match];
+  }
+
+  // JavaScript micro-templating, similar to John Resig's implementation.
+  // Underscore templating handles arbitrary delimiters, preserves whitespace,
+  // and correctly escapes quotes within interpolated code.
+  // NB: `oldSettings` only exists for backwards compatibility.
+  function template(text, settings, oldSettings) {
+    if (!settings && oldSettings) settings = oldSettings;
+    settings = defaults({}, settings, _.templateSettings);
+
+    // Combine delimiters into one regular expression via alternation.
+    var matcher = RegExp([
+      (settings.escape || noMatch).source,
+      (settings.interpolate || noMatch).source,
+      (settings.evaluate || noMatch).source
+    ].join('|') + '|$', 'g');
+
+    // Compile the template source, escaping string literals appropriately.
+    var index = 0;
+    var source = "__p+='";
+    text.replace(matcher, function(match, escape, interpolate, evaluate, offset) {
+      source += text.slice(index, offset).replace(escapeRegExp, escapeChar);
+      index = offset + match.length;
+
+      if (escape) {
+        source += "'+\n((__t=(" + escape + "))==null?'':_.escape(__t))+\n'";
+      } else if (interpolate) {
+        source += "'+\n((__t=(" + interpolate + "))==null?'':__t)+\n'";
+      } else if (evaluate) {
+        source += "';\n" + evaluate + "\n__p+='";
+      }
+
+      // Adobe VMs need the match returned to produce the correct offset.
+      return match;
+    });
+    source += "';\n";
+
+    // If a variable is not specified, place data values in local scope.
+    if (!settings.variable) source = 'with(obj||{}){\n' + source + '}\n';
+
+    source = "var __t,__p='',__j=Array.prototype.join," +
+      "print=function(){__p+=__j.call(arguments,'');};\n" +
+      source + 'return __p;\n';
+
+    var render;
+    try {
+      render = new Function(settings.variable || 'obj', '_', source);
+    } catch (e) {
+      e.source = source;
+      throw e;
+    }
+
+    var template = function(data) {
+      return render.call(this, data, _);
+    };
+
+    // Provide the compiled source as a convenience for precompilation.
+    var argument = settings.variable || 'obj';
+    template.source = 'function(' + argument + '){\n' + source + '}';
+
+    return template;
+  }
+
+  // Traverses the children of `obj` along `path`. If a child is a function, it
+  // is invoked with its parent as context. Returns the value of the final
+  // child, or `fallback` if any child is undefined.
+  function result(obj, path, fallback) {
+    path = toPath$1(path);
+    var length = path.length;
+    if (!length) {
+      return isFunction$1(fallback) ? fallback.call(obj) : fallback;
+    }
+    for (var i = 0; i < length; i++) {
+      var prop = obj == null ? void 0 : obj[path[i]];
+      if (prop === void 0) {
+        prop = fallback;
+        i = length; // Ensure we don't continue iterating.
+      }
+      obj = isFunction$1(prop) ? prop.call(obj) : prop;
+    }
+    return obj;
+  }
+
+  // Generate a unique integer id (unique within the entire client session).
+  // Useful for temporary DOM ids.
+  var idCounter = 0;
+  function uniqueId(prefix) {
+    var id = ++idCounter + '';
+    return prefix ? prefix + id : id;
+  }
+
+  // Start chaining a wrapped Underscore object.
+  function chain(obj) {
+    var instance = _(obj);
+    instance._chain = true;
+    return instance;
+  }
+
+  // Internal function to execute `sourceFunc` bound to `context` with optional
+  // `args`. Determines whether to execute a function as a constructor or as a
+  // normal function.
+  function executeBound(sourceFunc, boundFunc, context, callingContext, args) {
+    if (!(callingContext instanceof boundFunc)) return sourceFunc.apply(context, args);
+    var self = baseCreate(sourceFunc.prototype);
+    var result = sourceFunc.apply(self, args);
+    if (isObject(result)) return result;
+    return self;
+  }
+
+  // Partially apply a function by creating a version that has had some of its
+  // arguments pre-filled, without changing its dynamic `this` context. `_` acts
+  // as a placeholder by default, allowing any combination of arguments to be
+  // pre-filled. Set `_.partial.placeholder` for a custom placeholder argument.
+  var partial = restArguments(function(func, boundArgs) {
+    var placeholder = partial.placeholder;
+    var bound = function() {
+      var position = 0, length = boundArgs.length;
+      var args = Array(length);
+      for (var i = 0; i < length; i++) {
+        args[i] = boundArgs[i] === placeholder ? arguments[position++] : boundArgs[i];
+      }
+      while (position < arguments.length) args.push(arguments[position++]);
+      return executeBound(func, bound, this, this, args);
+    };
+    return bound;
+  });
+
+  partial.placeholder = _;
+
+  // Create a function bound to a given object (assigning `this`, and arguments,
+  // optionally).
+  var bind = restArguments(function(func, context, args) {
+    if (!isFunction$1(func)) throw new TypeError('Bind must be called on a function');
+    var bound = restArguments(function(callArgs) {
+      return executeBound(func, bound, context, this, args.concat(callArgs));
+    });
+    return bound;
+  });
+
+  // Internal helper for collection methods to determine whether a collection
+  // should be iterated as an array or as an object.
+  // Related: https://people.mozilla.org/~jorendorff/es6-draft.html#sec-tolength
+  // Avoids a very nasty iOS 8 JIT bug on ARM-64. #2094
+  var isArrayLike = createSizePropertyCheck(getLength);
+
+  // Internal implementation of a recursive `flatten` function.
+  function flatten(input, depth, strict, output) {
+    output = output || [];
+    if (!depth && depth !== 0) {
+      depth = Infinity;
+    } else if (depth <= 0) {
+      return output.concat(input);
+    }
+    var idx = output.length;
+    for (var i = 0, length = getLength(input); i < length; i++) {
+      var value = input[i];
+      if (isArrayLike(value) && (isArray(value) || isArguments$1(value))) {
+        // Flatten current level of array or arguments object.
+        if (depth > 1) {
+          flatten(value, depth - 1, strict, output);
+          idx = output.length;
+        } else {
+          var j = 0, len = value.length;
+          while (j < len) output[idx++] = value[j++];
+        }
+      } else if (!strict) {
+        output[idx++] = value;
+      }
+    }
+    return output;
+  }
+
+  // Bind a number of an object's methods to that object. Remaining arguments
+  // are the method names to be bound. Useful for ensuring that all callbacks
+  // defined on an object belong to it.
+  var bindAll = restArguments(function(obj, keys) {
+    keys = flatten(keys, false, false);
+    var index = keys.length;
+    if (index < 1) throw new Error('bindAll must be passed function names');
+    while (index--) {
+      var key = keys[index];
+      obj[key] = bind(obj[key], obj);
+    }
+    return obj;
+  });
+
+  // Memoize an expensive function by storing its results.
+  function memoize(func, hasher) {
+    var memoize = function(key) {
+      var cache = memoize.cache;
+      var address = '' + (hasher ? hasher.apply(this, arguments) : key);
+      if (!has(cache, address)) cache[address] = func.apply(this, arguments);
+      return cache[address];
+    };
+    memoize.cache = {};
+    return memoize;
+  }
+
+  // Delays a function for the given number of milliseconds, and then calls
+  // it with the arguments supplied.
+  var delay = restArguments(function(func, wait, args) {
+    return setTimeout(function() {
+      return func.apply(null, args);
+    }, wait);
+  });
+
+  // Defers a function, scheduling it to run after the current call stack has
+  // cleared.
+  var defer = partial(delay, _, 1);
+
+  // Returns a function, that, when invoked, will only be triggered at most once
+  // during a given window of time. Normally, the throttled function will run
+  // as much as it can, without ever going more than once per `wait` duration;
+  // but if you'd like to disable the execution on the leading edge, pass
+  // `{leading: false}`. To disable execution on the trailing edge, ditto.
+  function throttle(func, wait, options) {
+    var timeout, context, args, result;
+    var previous = 0;
+    if (!options) options = {};
+
+    var later = function() {
+      previous = options.leading === false ? 0 : now();
+      timeout = null;
+      result = func.apply(context, args);
+      if (!timeout) context = args = null;
+    };
+
+    var throttled = function() {
+      var _now = now();
+      if (!previous && options.leading === false) previous = _now;
+      var remaining = wait - (_now - previous);
+      context = this;
+      args = arguments;
+      if (remaining <= 0 || remaining > wait) {
+        if (timeout) {
+          clearTimeout(timeout);
+          timeout = null;
+        }
+        previous = _now;
+        result = func.apply(context, args);
+        if (!timeout) context = args = null;
+      } else if (!timeout && options.trailing !== false) {
+        timeout = setTimeout(later, remaining);
+      }
+      return result;
+    };
+
+    throttled.cancel = function() {
+      clearTimeout(timeout);
+      previous = 0;
+      timeout = context = args = null;
+    };
+
+    return throttled;
+  }
+
+  // When a sequence of calls of the returned function ends, the argument
+  // function is triggered. The end of a sequence is defined by the `wait`
+  // parameter. If `immediate` is passed, the argument function will be
+  // triggered at the beginning of the sequence instead of at the end.
+  function debounce(func, wait, immediate) {
+    var timeout, previous, args, result, context;
+
+    var later = function() {
+      var passed = now() - previous;
+      if (wait > passed) {
+        timeout = setTimeout(later, wait - passed);
+      } else {
+        timeout = null;
+        if (!immediate) result = func.apply(context, args);
+        // This check is needed because `func` can recursively invoke `debounced`.
+        if (!timeout) args = context = null;
+      }
+    };
+
+    var debounced = restArguments(function(_args) {
+      context = this;
+      args = _args;
+      previous = now();
+      if (!timeout) {
+        timeout = setTimeout(later, wait);
+        if (immediate) result = func.apply(context, args);
+      }
+      return result;
+    });
+
+    debounced.cancel = function() {
+      clearTimeout(timeout);
+      timeout = args = context = null;
+    };
+
+    return debounced;
+  }
+
+  // Returns the first function passed as an argument to the second,
+  // allowing you to adjust arguments, run code before and after, and
+  // conditionally execute the original function.
+  function wrap(func, wrapper) {
+    return partial(wrapper, func);
+  }
+
+  // Returns a negated version of the passed-in predicate.
+  function negate(predicate) {
+    return function() {
+      return !predicate.apply(this, arguments);
+    };
+  }
+
+  // Returns a function that is the composition of a list of functions, each
+  // consuming the return value of the function that follows.
+  function compose() {
+    var args = arguments;
+    var start = args.length - 1;
+    return function() {
+      var i = start;
+      var result = args[start].apply(this, arguments);
+      while (i--) result = args[i].call(this, result);
+      return result;
+    };
+  }
+
+  // Returns a function that will only be executed on and after the Nth call.
+  function after(times, func) {
+    return function() {
+      if (--times < 1) {
+        return func.apply(this, arguments);
+      }
+    };
+  }
+
+  // Returns a function that will only be executed up to (but not including) the
+  // Nth call.
+  function before(times, func) {
+    var memo;
+    return function() {
+      if (--times > 0) {
+        memo = func.apply(this, arguments);
+      }
+      if (times <= 1) func = null;
+      return memo;
+    };
+  }
+
+  // Returns a function that will be executed at most one time, no matter how
+  // often you call it. Useful for lazy initialization.
+  var once = partial(before, 2);
+
+  // Returns the first key on an object that passes a truth test.
+  function findKey(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var _keys = keys(obj), key;
+    for (var i = 0, length = _keys.length; i < length; i++) {
+      key = _keys[i];
+      if (predicate(obj[key], key, obj)) return key;
+    }
+  }
+
+  // Internal function to generate `_.findIndex` and `_.findLastIndex`.
+  function createPredicateIndexFinder(dir) {
+    return function(array, predicate, context) {
+      predicate = cb(predicate, context);
+      var length = getLength(array);
+      var index = dir > 0 ? 0 : length - 1;
+      for (; index >= 0 && index < length; index += dir) {
+        if (predicate(array[index], index, array)) return index;
+      }
+      return -1;
+    };
+  }
+
+  // Returns the first index on an array-like that passes a truth test.
+  var findIndex = createPredicateIndexFinder(1);
+
+  // Returns the last index on an array-like that passes a truth test.
+  var findLastIndex = createPredicateIndexFinder(-1);
+
+  // Use a comparator function to figure out the smallest index at which
+  // an object should be inserted so as to maintain order. Uses binary search.
+  function sortedIndex(array, obj, iteratee, context) {
+    iteratee = cb(iteratee, context, 1);
+    var value = iteratee(obj);
+    var low = 0, high = getLength(array);
+    while (low < high) {
+      var mid = Math.floor((low + high) / 2);
+      if (iteratee(array[mid]) < value) low = mid + 1; else high = mid;
+    }
+    return low;
+  }
+
+  // Internal function to generate the `_.indexOf` and `_.lastIndexOf` functions.
+  function createIndexFinder(dir, predicateFind, sortedIndex) {
+    return function(array, item, idx) {
+      var i = 0, length = getLength(array);
+      if (typeof idx == 'number') {
+        if (dir > 0) {
+          i = idx >= 0 ? idx : Math.max(idx + length, i);
+        } else {
+          length = idx >= 0 ? Math.min(idx + 1, length) : idx + length + 1;
+        }
+      } else if (sortedIndex && idx && length) {
+        idx = sortedIndex(array, item);
+        return array[idx] === item ? idx : -1;
+      }
+      if (item !== item) {
+        idx = predicateFind(slice.call(array, i, length), isNaN$1);
+        return idx >= 0 ? idx + i : -1;
+      }
+      for (idx = dir > 0 ? i : length - 1; idx >= 0 && idx < length; idx += dir) {
+        if (array[idx] === item) return idx;
+      }
+      return -1;
+    };
+  }
+
+  // Return the position of the first occurrence of an item in an array,
+  // or -1 if the item is not included in the array.
+  // If the array is large and already in sort order, pass `true`
+  // for **isSorted** to use binary search.
+  var indexOf = createIndexFinder(1, findIndex, sortedIndex);
+
+  // Return the position of the last occurrence of an item in an array,
+  // or -1 if the item is not included in the array.
+  var lastIndexOf = createIndexFinder(-1, findLastIndex);
+
+  // Return the first value which passes a truth test.
+  function find(obj, predicate, context) {
+    var keyFinder = isArrayLike(obj) ? findIndex : findKey;
+    var key = keyFinder(obj, predicate, context);
+    if (key !== void 0 && key !== -1) return obj[key];
+  }
+
+  // Convenience version of a common use case of `_.find`: getting the first
+  // object containing specific `key:value` pairs.
+  function findWhere(obj, attrs) {
+    return find(obj, matcher(attrs));
+  }
+
+  // The cornerstone for collection functions, an `each`
+  // implementation, aka `forEach`.
+  // Handles raw objects in addition to array-likes. Treats all
+  // sparse array-likes as if they were dense.
+  function each(obj, iteratee, context) {
+    iteratee = optimizeCb(iteratee, context);
+    var i, length;
+    if (isArrayLike(obj)) {
+      for (i = 0, length = obj.length; i < length; i++) {
+        iteratee(obj[i], i, obj);
+      }
+    } else {
+      var _keys = keys(obj);
+      for (i = 0, length = _keys.length; i < length; i++) {
+        iteratee(obj[_keys[i]], _keys[i], obj);
+      }
+    }
+    return obj;
+  }
+
+  // Return the results of applying the iteratee to each element.
+  function map(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    var _keys = !isArrayLike(obj) && keys(obj),
+        length = (_keys || obj).length,
+        results = Array(length);
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys ? _keys[index] : index;
+      results[index] = iteratee(obj[currentKey], currentKey, obj);
+    }
+    return results;
+  }
+
+  // Internal helper to create a reducing function, iterating left or right.
+  function createReduce(dir) {
+    // Wrap code that reassigns argument variables in a separate function than
+    // the one that accesses `arguments.length` to avoid a perf hit. (#1991)
+    var reducer = function(obj, iteratee, memo, initial) {
+      var _keys = !isArrayLike(obj) && keys(obj),
+          length = (_keys || obj).length,
+          index = dir > 0 ? 0 : length - 1;
+      if (!initial) {
+        memo = obj[_keys ? _keys[index] : index];
+        index += dir;
+      }
+      for (; index >= 0 && index < length; index += dir) {
+        var currentKey = _keys ? _keys[index] : index;
+        memo = iteratee(memo, obj[currentKey], currentKey, obj);
+      }
+      return memo;
+    };
+
+    return function(obj, iteratee, memo, context) {
+      var initial = arguments.length >= 3;
+      return reducer(obj, optimizeCb(iteratee, context, 4), memo, initial);
+    };
+  }
+
+  // **Reduce** builds up a single result from a list of values, aka `inject`,
+  // or `foldl`.
+  var reduce = createReduce(1);
+
+  // The right-associative version of reduce, also known as `foldr`.
+  var reduceRight = createReduce(-1);
+
+  // Return all the elements that pass a truth test.
+  function filter(obj, predicate, context) {
+    var results = [];
+    predicate = cb(predicate, context);
+    each(obj, function(value, index, list) {
+      if (predicate(value, index, list)) results.push(value);
+    });
+    return results;
+  }
+
+  // Return all the elements for which a truth test fails.
+  function reject(obj, predicate, context) {
+    return filter(obj, negate(cb(predicate)), context);
+  }
+
+  // Determine whether all of the elements pass a truth test.
+  function every(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var _keys = !isArrayLike(obj) && keys(obj),
+        length = (_keys || obj).length;
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys ? _keys[index] : index;
+      if (!predicate(obj[currentKey], currentKey, obj)) return false;
+    }
+    return true;
+  }
+
+  // Determine if at least one element in the object passes a truth test.
+  function some(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var _keys = !isArrayLike(obj) && keys(obj),
+        length = (_keys || obj).length;
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys ? _keys[index] : index;
+      if (predicate(obj[currentKey], currentKey, obj)) return true;
+    }
+    return false;
+  }
+
+  // Determine if the array or object contains a given item (using `===`).
+  function contains(obj, item, fromIndex, guard) {
+    if (!isArrayLike(obj)) obj = values(obj);
+    if (typeof fromIndex != 'number' || guard) fromIndex = 0;
+    return indexOf(obj, item, fromIndex) >= 0;
+  }
+
+  // Invoke a method (with arguments) on every item in a collection.
+  var invoke = restArguments(function(obj, path, args) {
+    var contextPath, func;
+    if (isFunction$1(path)) {
+      func = path;
+    } else {
+      path = toPath$1(path);
+      contextPath = path.slice(0, -1);
+      path = path[path.length - 1];
+    }
+    return map(obj, function(context) {
+      var method = func;
+      if (!method) {
+        if (contextPath && contextPath.length) {
+          context = deepGet(context, contextPath);
+        }
+        if (context == null) return void 0;
+        method = context[path];
+      }
+      return method == null ? method : method.apply(context, args);
+    });
+  });
+
+  // Convenience version of a common use case of `_.map`: fetching a property.
+  function pluck(obj, key) {
+    return map(obj, property(key));
+  }
+
+  // Convenience version of a common use case of `_.filter`: selecting only
+  // objects containing specific `key:value` pairs.
+  function where(obj, attrs) {
+    return filter(obj, matcher(attrs));
+  }
+
+  // Return the maximum element (or element-based computation).
+  function max(obj, iteratee, context) {
+    var result = -Infinity, lastComputed = -Infinity,
+        value, computed;
+    if (iteratee == null || typeof iteratee == 'number' && typeof obj[0] != 'object' && obj != null) {
+      obj = isArrayLike(obj) ? obj : values(obj);
+      for (var i = 0, length = obj.length; i < length; i++) {
+        value = obj[i];
+        if (value != null && value > result) {
+          result = value;
+        }
+      }
+    } else {
+      iteratee = cb(iteratee, context);
+      each(obj, function(v, index, list) {
+        computed = iteratee(v, index, list);
+        if (computed > lastComputed || computed === -Infinity && result === -Infinity) {
+          result = v;
+          lastComputed = computed;
+        }
+      });
+    }
+    return result;
+  }
+
+  // Return the minimum element (or element-based computation).
+  function min(obj, iteratee, context) {
+    var result = Infinity, lastComputed = Infinity,
+        value, computed;
+    if (iteratee == null || typeof iteratee == 'number' && typeof obj[0] != 'object' && obj != null) {
+      obj = isArrayLike(obj) ? obj : values(obj);
+      for (var i = 0, length = obj.length; i < length; i++) {
+        value = obj[i];
+        if (value != null && value < result) {
+          result = value;
+        }
+      }
+    } else {
+      iteratee = cb(iteratee, context);
+      each(obj, function(v, index, list) {
+        computed = iteratee(v, index, list);
+        if (computed < lastComputed || computed === Infinity && result === Infinity) {
+          result = v;
+          lastComputed = computed;
+        }
+      });
+    }
+    return result;
+  }
+
+  // Sample **n** random values from a collection using the modern version of the
+  // [Fisher-Yates shuffle](https://en.wikipedia.org/wiki/Fisher–Yates_shuffle).
+  // If **n** is not specified, returns a single random element.
+  // The internal `guard` argument allows it to work with `_.map`.
+  function sample(obj, n, guard) {
+    if (n == null || guard) {
+      if (!isArrayLike(obj)) obj = values(obj);
+      return obj[random(obj.length - 1)];
+    }
+    var sample = isArrayLike(obj) ? clone(obj) : values(obj);
+    var length = getLength(sample);
+    n = Math.max(Math.min(n, length), 0);
+    var last = length - 1;
+    for (var index = 0; index < n; index++) {
+      var rand = random(index, last);
+      var temp = sample[index];
+      sample[index] = sample[rand];
+      sample[rand] = temp;
+    }
+    return sample.slice(0, n);
+  }
+
+  // Shuffle a collection.
+  function shuffle(obj) {
+    return sample(obj, Infinity);
+  }
+
+  // Sort the object's values by a criterion produced by an iteratee.
+  function sortBy(obj, iteratee, context) {
+    var index = 0;
+    iteratee = cb(iteratee, context);
+    return pluck(map(obj, function(value, key, list) {
+      return {
+        value: value,
+        index: index++,
+        criteria: iteratee(value, key, list)
+      };
+    }).sort(function(left, right) {
+      var a = left.criteria;
+      var b = right.criteria;
+      if (a !== b) {
+        if (a > b || a === void 0) return 1;
+        if (a < b || b === void 0) return -1;
+      }
+      return left.index - right.index;
+    }), 'value');
+  }
+
+  // An internal function used for aggregate "group by" operations.
+  function group(behavior, partition) {
+    return function(obj, iteratee, context) {
+      var result = partition ? [[], []] : {};
+      iteratee = cb(iteratee, context);
+      each(obj, function(value, index) {
+        var key = iteratee(value, index, obj);
+        behavior(result, value, key);
+      });
+      return result;
+    };
+  }
+
+  // Groups the object's values by a criterion. Pass either a string attribute
+  // to group by, or a function that returns the criterion.
+  var groupBy = group(function(result, value, key) {
+    if (has(result, key)) result[key].push(value); else result[key] = [value];
+  });
+
+  // Indexes the object's values by a criterion, similar to `_.groupBy`, but for
+  // when you know that your index values will be unique.
+  var indexBy = group(function(result, value, key) {
+    result[key] = value;
+  });
+
+  // Counts instances of an object that group by a certain criterion. Pass
+  // either a string attribute to count by, or a function that returns the
+  // criterion.
+  var countBy = group(function(result, value, key) {
+    if (has(result, key)) result[key]++; else result[key] = 1;
+  });
+
+  // Split a collection into two arrays: one whose elements all pass the given
+  // truth test, and one whose elements all do not pass the truth test.
+  var partition = group(function(result, value, pass) {
+    result[pass ? 0 : 1].push(value);
+  }, true);
+
+  // Safely create a real, live array from anything iterable.
+  var reStrSymbol = /[^\ud800-\udfff]|[\ud800-\udbff][\udc00-\udfff]|[\ud800-\udfff]/g;
+  function toArray(obj) {
+    if (!obj) return [];
+    if (isArray(obj)) return slice.call(obj);
+    if (isString(obj)) {
+      // Keep surrogate pair characters together.
+      return obj.match(reStrSymbol);
+    }
+    if (isArrayLike(obj)) return map(obj, identity);
+    return values(obj);
+  }
+
+  // Return the number of elements in a collection.
+  function size(obj) {
+    if (obj == null) return 0;
+    return isArrayLike(obj) ? obj.length : keys(obj).length;
+  }
+
+  // Internal `_.pick` helper function to determine whether `key` is an enumerable
+  // property name of `obj`.
+  function keyInObj(value, key, obj) {
+    return key in obj;
+  }
+
+  // Return a copy of the object only containing the allowed properties.
+  var pick = restArguments(function(obj, keys) {
+    var result = {}, iteratee = keys[0];
+    if (obj == null) return result;
+    if (isFunction$1(iteratee)) {
+      if (keys.length > 1) iteratee = optimizeCb(iteratee, keys[1]);
+      keys = allKeys(obj);
+    } else {
+      iteratee = keyInObj;
+      keys = flatten(keys, false, false);
+      obj = Object(obj);
+    }
+    for (var i = 0, length = keys.length; i < length; i++) {
+      var key = keys[i];
+      var value = obj[key];
+      if (iteratee(value, key, obj)) result[key] = value;
+    }
+    return result;
+  });
+
+  // Return a copy of the object without the disallowed properties.
+  var omit = restArguments(function(obj, keys) {
+    var iteratee = keys[0], context;
+    if (isFunction$1(iteratee)) {
+      iteratee = negate(iteratee);
+      if (keys.length > 1) context = keys[1];
+    } else {
+      keys = map(flatten(keys, false, false), String);
+      iteratee = function(value, key) {
+        return !contains(keys, key);
+      };
+    }
+    return pick(obj, iteratee, context);
+  });
+
+  // Returns everything but the last entry of the array. Especially useful on
+  // the arguments object. Passing **n** will return all the values in
+  // the array, excluding the last N.
+  function initial(array, n, guard) {
+    return slice.call(array, 0, Math.max(0, array.length - (n == null || guard ? 1 : n)));
+  }
+
+  // Get the first element of an array. Passing **n** will return the first N
+  // values in the array. The **guard** check allows it to work with `_.map`.
+  function first(array, n, guard) {
+    if (array == null || array.length < 1) return n == null || guard ? void 0 : [];
+    if (n == null || guard) return array[0];
+    return initial(array, array.length - n);
+  }
+
+  // Returns everything but the first entry of the `array`. Especially useful on
+  // the `arguments` object. Passing an **n** will return the rest N values in the
+  // `array`.
+  function rest(array, n, guard) {
+    return slice.call(array, n == null || guard ? 1 : n);
+  }
+
+  // Get the last element of an array. Passing **n** will return the last N
+  // values in the array.
+  function last(array, n, guard) {
+    if (array == null || array.length < 1) return n == null || guard ? void 0 : [];
+    if (n == null || guard) return array[array.length - 1];
+    return rest(array, Math.max(0, array.length - n));
+  }
+
+  // Trim out all falsy values from an array.
+  function compact(array) {
+    return filter(array, Boolean);
+  }
+
+  // Flatten out an array, either recursively (by default), or up to `depth`.
+  // Passing `true` or `false` as `depth` means `1` or `Infinity`, respectively.
+  function flatten$1(array, depth) {
+    return flatten(array, depth, false);
+  }
+
+  // Take the difference between one array and a number of other arrays.
+  // Only the elements present in just the first array will remain.
+  var difference = restArguments(function(array, rest) {
+    rest = flatten(rest, true, true);
+    return filter(array, function(value){
+      return !contains(rest, value);
+    });
+  });
+
+  // Return a version of the array that does not contain the specified value(s).
+  var without = restArguments(function(array, otherArrays) {
+    return difference(array, otherArrays);
+  });
+
+  // Produce a duplicate-free version of the array. If the array has already
+  // been sorted, you have the option of using a faster algorithm.
+  // The faster algorithm will not work with an iteratee if the iteratee
+  // is not a one-to-one function, so providing an iteratee will disable
+  // the faster algorithm.
+  function uniq(array, isSorted, iteratee, context) {
+    if (!isBoolean(isSorted)) {
+      context = iteratee;
+      iteratee = isSorted;
+      isSorted = false;
+    }
+    if (iteratee != null) iteratee = cb(iteratee, context);
+    var result = [];
+    var seen = [];
+    for (var i = 0, length = getLength(array); i < length; i++) {
+      var value = array[i],
+          computed = iteratee ? iteratee(value, i, array) : value;
+      if (isSorted && !iteratee) {
+        if (!i || seen !== computed) result.push(value);
+        seen = computed;
+      } else if (iteratee) {
+        if (!contains(seen, computed)) {
+          seen.push(computed);
+          result.push(value);
+        }
+      } else if (!contains(result, value)) {
+        result.push(value);
+      }
+    }
+    return result;
+  }
+
+  // Produce an array that contains the union: each distinct element from all of
+  // the passed-in arrays.
+  var union = restArguments(function(arrays) {
+    return uniq(flatten(arrays, true, true));
+  });
+
+  // Produce an array that contains every item shared between all the
+  // passed-in arrays.
+  function intersection(array) {
+    var result = [];
+    var argsLength = arguments.length;
+    for (var i = 0, length = getLength(array); i < length; i++) {
+      var item = array[i];
+      if (contains(result, item)) continue;
+      var j;
+      for (j = 1; j < argsLength; j++) {
+        if (!contains(arguments[j], item)) break;
+      }
+      if (j === argsLength) result.push(item);
+    }
+    return result;
+  }
+
+  // Complement of zip. Unzip accepts an array of arrays and groups
+  // each array's elements on shared indices.
+  function unzip(array) {
+    var length = array && max(array, getLength).length || 0;
+    var result = Array(length);
+
+    for (var index = 0; index < length; index++) {
+      result[index] = pluck(array, index);
+    }
+    return result;
+  }
+
+  // Zip together multiple lists into a single array -- elements that share
+  // an index go together.
+  var zip = restArguments(unzip);
+
+  // Converts lists into objects. Pass either a single array of `[key, value]`
+  // pairs, or two parallel arrays of the same length -- one of keys, and one of
+  // the corresponding values. Passing by pairs is the reverse of `_.pairs`.
+  function object(list, values) {
+    var result = {};
+    for (var i = 0, length = getLength(list); i < length; i++) {
+      if (values) {
+        result[list[i]] = values[i];
+      } else {
+        result[list[i][0]] = list[i][1];
+      }
+    }
+    return result;
+  }
+
+  // Generate an integer Array containing an arithmetic progression. A port of
+  // the native Python `range()` function. See
+  // [the Python documentation](https://docs.python.org/library/functions.html#range).
+  function range(start, stop, step) {
+    if (stop == null) {
+      stop = start || 0;
+      start = 0;
+    }
+    if (!step) {
+      step = stop < start ? -1 : 1;
+    }
+
+    var length = Math.max(Math.ceil((stop - start) / step), 0);
+    var range = Array(length);
+
+    for (var idx = 0; idx < length; idx++, start += step) {
+      range[idx] = start;
+    }
+
+    return range;
+  }
+
+  // Chunk a single array into multiple arrays, each containing `count` or fewer
+  // items.
+  function chunk(array, count) {
+    if (count == null || count < 1) return [];
+    var result = [];
+    var i = 0, length = array.length;
+    while (i < length) {
+      result.push(slice.call(array, i, i += count));
+    }
+    return result;
+  }
+
+  // Helper function to continue chaining intermediate results.
+  function chainResult(instance, obj) {
+    return instance._chain ? _(obj).chain() : obj;
+  }
+
+  // Add your own custom functions to the Underscore object.
+  function mixin(obj) {
+    each(functions(obj), function(name) {
+      var func = _[name] = obj[name];
+      _.prototype[name] = function() {
+        var args = [this._wrapped];
+        push.apply(args, arguments);
+        return chainResult(this, func.apply(_, args));
+      };
+    });
+    return _;
+  }
+
+  // Add all mutator `Array` functions to the wrapper.
+  each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
+    var method = ArrayProto[name];
+    _.prototype[name] = function() {
+      var obj = this._wrapped;
+      if (obj != null) {
+        method.apply(obj, arguments);
+        if ((name === 'shift' || name === 'splice') && obj.length === 0) {
+          delete obj[0];
+        }
+      }
+      return chainResult(this, obj);
+    };
+  });
+
+  // Add all accessor `Array` functions to the wrapper.
+  each(['concat', 'join', 'slice'], function(name) {
+    var method = ArrayProto[name];
+    _.prototype[name] = function() {
+      var obj = this._wrapped;
+      if (obj != null) obj = method.apply(obj, arguments);
+      return chainResult(this, obj);
+    };
+  });
+
+  // Named Exports
+
+  var allExports = {
+    __proto__: null,
+    VERSION: VERSION,
+    restArguments: restArguments,
+    isObject: isObject,
+    isNull: isNull,
+    isUndefined: isUndefined,
+    isBoolean: isBoolean,
+    isElement: isElement,
+    isString: isString,
+    isNumber: isNumber,
+    isDate: isDate,
+    isRegExp: isRegExp,
+    isError: isError,
+    isSymbol: isSymbol,
+    isArrayBuffer: isArrayBuffer,
+    isDataView: isDataView$1,
+    isArray: isArray,
+    isFunction: isFunction$1,
+    isArguments: isArguments$1,
+    isFinite: isFinite$1,
+    isNaN: isNaN$1,
+    isTypedArray: isTypedArray$1,
+    isEmpty: isEmpty,
+    isMatch: isMatch,
+    isEqual: isEqual,
+    isMap: isMap,
+    isWeakMap: isWeakMap,
+    isSet: isSet,
+    isWeakSet: isWeakSet,
+    keys: keys,
+    allKeys: allKeys,
+    values: values,
+    pairs: pairs,
+    invert: invert,
+    functions: functions,
+    methods: functions,
+    extend: extend,
+    extendOwn: extendOwn,
+    assign: extendOwn,
+    defaults: defaults,
+    create: create,
+    clone: clone,
+    tap: tap,
+    get: get,
+    has: has$1,
+    mapObject: mapObject,
+    identity: identity,
+    constant: constant,
+    noop: noop,
+    toPath: toPath,
+    property: property,
+    propertyOf: propertyOf,
+    matcher: matcher,
+    matches: matcher,
+    times: times,
+    random: random,
+    now: now,
+    escape: _escape,
+    unescape: _unescape,
+    templateSettings: templateSettings,
+    template: template,
+    result: result,
+    uniqueId: uniqueId,
+    chain: chain,
+    iteratee: iteratee,
+    partial: partial,
+    bind: bind,
+    bindAll: bindAll,
+    memoize: memoize,
+    delay: delay,
+    defer: defer,
+    throttle: throttle,
+    debounce: debounce,
+    wrap: wrap,
+    negate: negate,
+    compose: compose,
+    after: after,
+    before: before,
+    once: once,
+    findKey: findKey,
+    findIndex: findIndex,
+    findLastIndex: findLastIndex,
+    sortedIndex: sortedIndex,
+    indexOf: indexOf,
+    lastIndexOf: lastIndexOf,
+    find: find,
+    detect: find,
+    findWhere: findWhere,
+    each: each,
+    forEach: each,
+    map: map,
+    collect: map,
+    reduce: reduce,
+    foldl: reduce,
+    inject: reduce,
+    reduceRight: reduceRight,
+    foldr: reduceRight,
+    filter: filter,
+    select: filter,
+    reject: reject,
+    every: every,
+    all: every,
+    some: some,
+    any: some,
+    contains: contains,
+    includes: contains,
+    include: contains,
+    invoke: invoke,
+    pluck: pluck,
+    where: where,
+    max: max,
+    min: min,
+    shuffle: shuffle,
+    sample: sample,
+    sortBy: sortBy,
+    groupBy: groupBy,
+    indexBy: indexBy,
+    countBy: countBy,
+    partition: partition,
+    toArray: toArray,
+    size: size,
+    pick: pick,
+    omit: omit,
+    first: first,
+    head: first,
+    take: first,
+    initial: initial,
+    last: last,
+    rest: rest,
+    tail: rest,
+    drop: rest,
+    compact: compact,
+    flatten: flatten$1,
+    without: without,
+    uniq: uniq,
+    unique: uniq,
+    union: union,
+    intersection: intersection,
+    difference: difference,
+    unzip: unzip,
+    transpose: unzip,
+    zip: zip,
+    object: object,
+    range: range,
+    chunk: chunk,
+    mixin: mixin,
+    'default': _
+  };
+
+  // Default Export
+
+  // Add all of the Underscore functions to the wrapper object.
+  var _$1 = mixin(allExports);
+  // Legacy Node.js API.
+  _$1._ = _$1;
+
+  return _$1;
+
+})));
+//# sourceMappingURL=underscore.js.map
diff --git a/branch/thor--simplify-ci/_static/underscore.js b/branch/thor--simplify-ci/_static/underscore.js
new file mode 100644
index 0000000..166240e
--- /dev/null
+++ b/branch/thor--simplify-ci/_static/underscore.js
@@ -0,0 +1,6 @@
+!function(n,r){"object"==typeof exports&&"undefined"!=typeof module?module.exports=r():"function"==typeof define&&define.amd?define("underscore",r):(n=n||self,function(){var t=n._,e=n._=r();e.noConflict=function(){return n._=t,e}}())}(this,(function(){
+//     Underscore.js 1.12.0
+//     https://underscorejs.org
+//     (c) 2009-2020 Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors
+//     Underscore may be freely distributed under the MIT license.
+var n="1.12.0",r="object"==typeof self&&self.self===self&&self||"object"==typeof global&&global.global===global&&global||Function("return this")()||{},t=Array.prototype,e=Object.prototype,u="undefined"!=typeof Symbol?Symbol.prototype:null,o=t.push,i=t.slice,a=e.toString,f=e.hasOwnProperty,c="undefined"!=typeof ArrayBuffer,l="undefined"!=typeof DataView,s=Array.isArray,p=Object.keys,v=Object.create,h=c&&ArrayBuffer.isView,y=isNaN,g=isFinite,d=!{toString:null}.propertyIsEnumerable("toString"),b=["valueOf","isPrototypeOf","toString","propertyIsEnumerable","hasOwnProperty","toLocaleString"],m=Math.pow(2,53)-1;function j(n,r){return r=null==r?n.length-1:+r,function(){for(var t=Math.max(arguments.length-r,0),e=Array(t),u=0;u<t;u++)e[u]=arguments[u+r];switch(r){case 0:return n.call(this,e);case 1:return n.call(this,arguments[0],e);case 2:return n.call(this,arguments[0],arguments[1],e)}var o=Array(r+1);for(u=0;u<r;u++)o[u]=arguments[u];return o[r]=e,n.apply(this,o)}}function _(n){var r=typeof 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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Concepts</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#how-to-test">How to test?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#defensive-programming">Defensive programming</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#unit-tests">Unit tests</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#integration-tests">Integration tests</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#regression-tests">Regression tests</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#test-driven-development">Test-driven development</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#continuous-integration">Continuous integration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#code-coverage">Code coverage</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#total-time-to-test-matters">Total time to test matters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#tests-don-t-guarantee-correctness">Tests don’t guarantee correctness</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-frameworks">Testing frameworks</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#good-practices">Good practices</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
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+           <div itemprop="articleBody">
+            
+  <div class="section" id="concepts">
+<h1>Concepts<a class="headerlink" href="#concepts" title="Permalink to this headline">¶</a></h1>
+<div class="admonition-questions questions admonition">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>What are unit tests, regression tests, and integration tests?</p></li>
+<li><p>What is test coverage?</p></li>
+<li><p>How should we approach testing?</p></li>
+</ul>
+</div>
+<div class="figure align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/unit-testing.jpg"><img alt="Tests is no guarantee" src="../_images/unit-testing.jpg" style="width: 400px;" /></a>
+<p class="caption"><span class="caption-text">Tests are no guarantee. Figure source: <a class="reference external" href="https://twitter.com/dave1010/status/613601365529657344">https://twitter.com/dave1010/status/613601365529657344</a></span><a class="headerlink" href="#id1" title="Permalink to this image">¶</a></p>
+</div>
+<div class="section" id="how-to-test">
+<h2>How to test?<a class="headerlink" href="#how-to-test" title="Permalink to this headline">¶</a></h2>
+<p>Imperfect tests <strong>run frequently</strong> are better than perfect tests which are
+never written:</p>
+<ul class="simple">
+<li><p>Test <strong>frequently</strong> (each commit/push)</p></li>
+<li><p>Test <strong>automatically</strong> (e.g. using
+<a class="reference external" href="https://azure.microsoft.com/en-us/services/devops/pipelines/">Azure pipelines</a> or
+<a class="reference external" href="https://github.com/marketplace?type=actions">GitHub Actions</a> or <a class="reference external" href="https://docs.gitlab.com/ee/ci/">GitLab CI</a> or similar services)</p></li>
+<li><p>Test with <a class="reference external" href="http://www.smbc-comics.com/comic/2013-06-05">numerical tolerance</a>
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>)</p></li>
+<li><p>Think about <strong>code coverage</strong> (<a class="reference external" href="https://coveralls.io">Coveralls</a> or <a class="reference external" href="https://codecov.io">Codecov</a> or similar services)</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="defensive-programming">
+<h2>Defensive programming<a class="headerlink" href="#defensive-programming" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Assume that mistakes will happen and introduce guards against them.</p></li>
+<li><p>Use <strong>assertions</strong> for things you believe will/should never happen.</p></li>
+<li><p>Use <strong>exceptions</strong> for anomalous or exceptional conditions requiring
+special processing.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">kelvin_to_celsius</span><span class="p">(</span><span class="n">temp_k</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Converts temperature in Kelvin</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">assert</span> <span class="n">temp_k</span> <span class="o">&gt;=</span> <span class="mf">0.0</span><span class="p">,</span> <span class="s2">&quot;ERROR: negative T_K&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">temp_k</span> <span class="o">-</span> <span class="mf">273.15</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+</pre></div>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="unit-tests">
+<h2>Unit tests<a class="headerlink" href="#unit-tests" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p><strong>Unit tests</strong> are functions</p></li>
+<li><p>Test one unit: module or even single function</p></li>
+<li><p>Good documentation of the capability and dependencies of a module</p></li>
+<li><p>Unit tests are not about testing units of measure and unit conversion, they are about testing small components (units) of a code</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="integration-tests">
+<h2>Integration tests<a class="headerlink" href="#integration-tests" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p><strong>Integration tests</strong> verify whether multiple modules are working well together</p></li>
+<li><p>Like in a car assembly we have to test all components independently and also whether the components are working together when combined</p></li>
+<li><p>Unit tests can be used for testing independent components (<em>e.g.</em> battery, controller, motor) and integration tests to check if car is working overall</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="regression-tests">
+<h2>Regression tests<a class="headerlink" href="#regression-tests" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Similarly to integration tests, <strong>regression tests</strong> often operate on the
+whole code base</p></li>
+<li><p>Rather than assuming that the test author knows what the correct
+result should be, regression tests look to the past for the expected behavior</p></li>
+<li><p>Often spans multiple code versions: when developing a new version, input
+and output files of a previous version are used to test that the same
+behaviour is observed</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="test-driven-development">
+<h2>Test-driven development<a class="headerlink" href="#test-driven-development" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>In <strong>test-driven development</strong>, one writes tests before writing code</p></li>
+<li><p>Very often we know the result that a function is supposed to produce</p></li>
+<li><p>Development cycle (red, green, refactor):</p>
+<ul>
+<li><p>Write the test</p></li>
+<li><p>Write an empty function template</p></li>
+<li><p><strong>Verify that the test fails</strong></p></li>
+<li><p>Program until the test passes</p></li>
+<li><p>Perhaps improve until you are happy (refactor)</p></li>
+<li><p>Move on</p></li>
+</ul>
+</li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="continuous-integration">
+<h2>Continuous integration<a class="headerlink" href="#continuous-integration" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p><strong>Continuous integration</strong> is basically when you automatically test
+every single commit/push (you test whether code integrates <strong>before</strong> you integrate it)</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="code-coverage">
+<h2>Code coverage<a class="headerlink" href="#code-coverage" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>If I break the code and all tests pass who is to blame?</p></li>
+<li><p><strong>Code coverage</strong> measures and documents which lines of code have been traversed during a test run</p></li>
+<li><p>It is possible to have line-by-line coverage</p></li>
+<li><p><a class="reference external" href="https://coveralls.io/github/bast/runtest">Real-life example</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="total-time-to-test-matters">
+<h2>Total time to test matters<a class="headerlink" href="#total-time-to-test-matters" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Total time to test matters</p></li>
+<li><p>If the test set takes 7 hours to run, it is likely that nobody will run it</p></li>
+<li><p>Identify fast essential test set that has sufficient coverage and is sufficiently
+short to be run before each commit or push</p></li>
+<li><p>Test code can be marked (grouped). Here our <code class="docutils literal notranslate"><span class="pre">pytest</span></code> is marked:</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@pytest</span><span class="o">.</span><span class="n">mark</span><span class="o">.</span><span class="n">conversion</span>
+<span class="k">def</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>
+</pre></div>
+</div>
+<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>$ pytest -v -m conversion
+</pre></div>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="tests-don-t-guarantee-correctness">
+<h2>Tests don’t guarantee correctness<a class="headerlink" href="#tests-don-t-guarantee-correctness" title="Permalink to this headline">¶</a></h2>
+<p>Not only do tests not guarantee the absence of bugs, they can
+also contain their own bugs.
+Here’s an example of how we could get the testing of the
+<code class="docutils literal notranslate"><span class="pre">kelvin_to_celsius</span></code> function wrong:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">kelvin_to_celsius</span><span class="p">(</span><span class="n">temp_k</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Converts temperature in Kelvin</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">assert</span> <span class="n">temp_k</span> <span class="o">&gt;=</span> <span class="mf">0.0</span><span class="p">,</span> <span class="s2">&quot;ERROR: negative T_K&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">temp_k</span> <span class="o">+</span> <span class="mf">273.15</span>  <span class="c1"># BUG!</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="c1"># buggy test</span>
+<span class="k">def</span> <span class="nf">test_kelvin_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">kelvin_to_celsius</span><span class="p">(</span><span class="n">temp_k</span><span class="o">=</span><span class="mf">0.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">273.15</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>    
+</pre></div>
+</div>
+<p>All tests are happy!</p>
+</div>
+<hr class="docutils" />
+<div class="section" id="testing-frameworks">
+<h2>Testing frameworks<a class="headerlink" href="#testing-frameworks" title="Permalink to this headline">¶</a></h2>
+<p>A large number of testing frameworks, tools and libraries are available for
+different programming languages. Some of the most popular ones are listed
+in the <a class="reference internal" href="../quick-reference/"><span class="doc std std-doc">Quick Reference</span></a>.</p>
+</div>
+<hr class="docutils" />
+<div class="section" id="good-practices">
+<h2>Good practices<a class="headerlink" href="#good-practices" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Test before committing (use the Git staging area)</p></li>
+<li><p>Fix broken tests immediately (dirty dishes effect)</p></li>
+<li><p>Do not deactivate tests “temporarily”</p></li>
+<li><p>Think about coverage (physics and lines of code)</p></li>
+<li><p>Go public with your testing dashboard and issues/tickets</p></li>
+<li><p>Test controlled errors: if something is expected to fail, test for that</p></li>
+<li><p>Create benchmark calculations to cover various performance-critical modules and monitor timing</p></li>
+<li><p>Make testing easy to run (<code class="docutils literal notranslate"><span class="pre">make</span> <span class="pre">test</span></code>)</p></li>
+<li><p>Make testing easy to analyze</p>
+<ul>
+<li><p>Do not flood screen with pages of output in case everything runs OK</p></li>
+<li><p>Test with numerical tolerance (extremely annoying to compare digits by eye)</p></li>
+</ul>
+</li>
+</ul>
+<div class="admonition-keypoints keypoints admonition">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Assertions, exceptions, unit tests, integration tests and regression
+tests are used to test a code on different levels</p></li>
+<li><p>Test driven development is one way to develop code which is tested
+from the start</p></li>
+<li><p>Continuous integration is when every commit/merge is tested
+automatically</p></li>
+</ul>
+</div>
+</div>
+</div>
+
+
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+           
+          </div>
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+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Conclusions and recommendations</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#good-resources">Good resources</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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+            
+  <div class="section" id="conclusions-and-recommendations">
+<h1>Conclusions and recommendations<a class="headerlink" href="#conclusions-and-recommendations" title="Permalink to this headline">¶</a></h1>
+<ul class="simple">
+<li><p>Explore and use the good tools that exist out there</p></li>
+<li><p>An incomplete list of testing frameworks can be found in the <a class="reference internal" href="../quick-reference/"><span class="doc std std-doc">Quick Reference</span></a></p></li>
+<li><p>Automate tests: faster feedback and reduce the number of surprises</p></li>
+<li><p>Strike a healthy balance between unit tests and integration tests</p></li>
+<li><p>When adding new functionality, also add tests</p></li>
+<li><p>When you discover and fix a bug, also commit a test against this bug</p></li>
+<li><p>Use code coverage analysis to identify untested or unused code</p></li>
+<li><p>If you make your code easier to test, it becomes more modular</p></li>
+</ul>
+<div class="section" id="good-resources">
+<h2>Good resources<a class="headerlink" href="#good-resources" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p><a class="reference external" href="https://realpython.com/python-testing/">Getting Started With Testing in Python</a></p></li>
+<li><p><a class="reference external" href="http://pythontesting.net/start-here/">Introductions to Python Testing Frameworks</a></p></li>
+</ul>
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+          
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+            
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+            
+            
+              <p class="caption"><span class="caption-text">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Automated testing</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#type-along-exercise-continuous-integration">Type-along exercise: Continuous integration</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-1-create-a-new-repository-on-github-gitlab">Step 1: Create a new repository on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-2-clone-your-repository-add-code-commit-and-push">Step 2: Clone your repository, add code, commit, and push</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-3-enable-automated-testing">Step 3: Enable automated testing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-4-verify-that-tests-have-been-automatically-run">Step 4: Verify that tests have been automatically run</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-5-add-a-test-which-reveals-a-problem">Step 5: Add a test which reveals a problem</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-6-open-an-issue-on-github-gitlab">Step 6: Open an issue on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-7-fix-the-broken-test">Step 7: Fix the broken test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-8-open-a-pull-request-github-merge-request-gitlab">Step 8: Open a pull request (GitHub)/ merge request (GitLab)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-9-accept-the-pull-merge-request">Step 9: Accept the pull/merge request</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#discussion">Discussion</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-go-from-here">Where to go from here</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+
+            
+          
+        </div>
+        
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+            
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+  <hr/>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <div class="section" id="automated-testing">
+<h1>Automated testing<a class="headerlink" href="#automated-testing" title="Permalink to this headline">¶</a></h1>
+<div class="admonition-questions questions admonition">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<div class="section" id="type-along-exercise-continuous-integration">
+<h2>Type-along exercise: Continuous integration<a class="headerlink" href="#type-along-exercise-continuous-integration" title="Permalink to this headline">¶</a></h2>
+<p>We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.</p>
+<p>This exercise can be run in “collaborative mode” by following instead the instructions
+in <a class="reference internal" href="../full-cycle-ci/"><span class="doc std std-doc">Full-cycle collaborative workflow</span></a>. In the collaborative version steps
+C-D below are performed by a collaborator.</p>
+<div class="admonition-exercise-overview challenge admonition">
+<p class="admonition-title">Exercise overview</p>
+<p>In this exercise, we will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab<br />
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI<br />
+<strong>C.</strong> Find a bug in our repository and open an issue to report it<br />
+<strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)<br />
+<strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p>
+</div>
+<div class="section" id="prerequisites">
+<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this headline">¶</a></h3>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.
+If you are new to pull requests / merge requests, you can learn all about them
+in the <a class="reference external" href="https://coderefinery.github.io/git-collaborative/">Collaborative Git lesson</a>.</p>
+</div>
+<div class="section" id="step-1-create-a-new-repository-on-github-gitlab">
+<h3>Step 1: Create a new repository on GitHub/GitLab<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>Begin by creating a repository called (for example) <em>example-ci</em>.</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+</ul>
+</div>
+<div class="section" id="step-2-clone-your-repository-add-code-commit-and-push">
+<h3>Step 2: Clone your repository, add code, commit, and push<a class="headerlink" href="#step-2-clone-your-repository-add-code-commit-and-push" title="Permalink to this headline">¶</a></h3>
+<p>Clone the repository.</p>
+<p>Add a file <code class="docutils literal notranslate"><span class="pre">example.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 8</span>
+
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+</pre></div>
+</div>
+<p>Test <code class="docutils literal notranslate"><span class="pre">example.py</span></code> with <code class="docutils literal notranslate"><span class="pre">pytest</span></code>.</p>
+<p>Then stage the file (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</div>
+<div class="section" id="step-3-enable-automated-testing">
+<h3>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Permalink to this headline">¶</a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-0-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-0-0-0" name="0-0" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-0-0-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-0-0-1" name="0-1" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-0-0-0" class="sphinx-tabs-panel" id="panel-0-0-0" name="0-0" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Set up
+this workflow” under Python Application:</p>
+<div class="figure align-default" id="id1">
+<img alt="Selecting a Python workflow" src="../_images/python_application.png" />
+<p class="caption"><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id1" title="Permalink to this image">¶</a></p>
+</div>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions</span>
+
+<span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Python application</span>
+
+<span class="nt">on</span><span class="p">:</span>
+  <span class="nt">push</span><span class="p">:</span>
+    <span class="nt">branches</span><span class="p">:</span> <span class="p p-Indicator">[</span> <span class="nv">main</span> <span class="p p-Indicator">]</span>
+  <span class="nt">pull_request</span><span class="p">:</span>
+    <span class="nt">branches</span><span class="p">:</span> <span class="p p-Indicator">[</span> <span class="nv">main</span> <span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+  <span class="nt">build</span><span class="p">:</span>
+
+    <span class="nt">runs-on</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+    <span class="nt">steps</span><span class="p">:</span>
+    <span class="p p-Indicator">-</span> <span class="nt">uses</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">actions/checkout@v2</span>
+    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Set up Python 3.8</span>
+      <span class="nt">uses</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v2</span>
+      <span class="nt">with</span><span class="p">:</span>
+        <span class="nt">python-version</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">3.8</span>
+    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+      <span class="nt">run</span><span class="p">:</span> <span class="p p-Indicator">|</span>
+        <span class="no">python -m pip install --upgrade pip</span>
+        <span class="no">pip install flake8 pytest</span>
+        <span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+      <span class="nt">run</span><span class="p">:</span> <span class="p p-Indicator">|</span>
+        <span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+        <span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+        <span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+        <span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="hll">    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Test with pytest</span>
+</span><span class="hll">      <span class="nt">run</span><span class="p">:</span> <span class="p p-Indicator">|</span>
+</span><span class="hll">        <span class="no">pytest example.py</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<div class="figure align-default" id="id2">
+<a class="reference internal image-reference" href="../_images/gh_action_commit.png"><img alt="Committing the change" src="../_images/gh_action_commit.png" style="width: 400px;" /></a>
+<p class="caption"><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id2" title="Permalink to this image">¶</a></p>
+</div>
+</div><div aria-labelledby="tab-0-0-1" class="sphinx-tabs-panel" hidden="true" id="panel-0-0-1" name="0-1" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</span><span class="p">:</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">linting</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</span><span class="p">:</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">cat /proc/version</span> <span class="c1">#print out operations system</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">python -V</span>  <span class="c1"># Print out python version for debugging</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+  <span class="nt">stage</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">linting</span>
+  <span class="nt">script</span><span class="p">:</span>
+    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+  <span class="nt">stage</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll">  <span class="nt">script</span><span class="p">:</span>
+</span>    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">pytest example.py</span>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<div class="figure align-default" id="id3">
+<a class="reference internal image-reference" href="../_images/gl_action_commit.png"><img alt="Committing the change" src="../_images/gl_action_commit.png" style="width: 400px;" /></a>
+<p class="caption"><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Permalink to this image">¶</a></p>
+</div>
+</div></div>
+</div>
+<div class="section" id="step-4-verify-that-tests-have-been-automatically-run">
+<h3>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Permalink to this headline">¶</a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-1-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-1-1-0" name="1-0" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-1-1-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-1-1-1" name="1-1" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-1-1-0" class="sphinx-tabs-panel" id="panel-1-1-0" name="1-0" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<div class="figure align-default" id="id4">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<p class="caption"><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id4" title="Permalink to this image">¶</a></p>
+</div>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-1-1-1" class="sphinx-tabs-panel" hidden="true" id="panel-1-1-1" name="1-1" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<div class="figure align-default" id="id5">
+<img alt="Verify that the test passed" src="../_images/gl_green_check_mark.png" />
+<p class="caption"><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Permalink to this image">¶</a></p>
+</div>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div></div>
+</div>
+<div class="section" id="step-5-add-a-test-which-reveals-a-problem">
+<h3>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Permalink to this headline">¶</a></h3>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$ git pull origin main
+</pre></div>
+</div>
+<p>Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">example.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</div>
+<div class="section" id="step-6-open-an-issue-on-github-gitlab">
+<h3>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Permalink to this headline">¶</a></h3>
+<p>Open a new issue in your repository about the broken test (click the
+“Issues” button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.</p>
+</div>
+<div class="section" id="step-7-fix-the-broken-test">
+<h3>Step 7: Fix the broken test<a class="headerlink" href="#step-7-fix-the-broken-test" title="Permalink to this headline">¶</a></h3>
+<p>Now fix the code <strong>on a new branch</strong>, you can call it <code class="docutils literal notranslate"><span class="pre">yourname/bugfix</span></code>.
+After you have fixed the code on the new branch, commit the following
+commit message <code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that
+you try to fix issue number 1).</p>
+<p>Then push to your repository.</p>
+</div>
+<div class="section" id="step-8-open-a-pull-request-github-merge-request-gitlab">
+<h3>Step 8: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-8-open-a-pull-request-github-merge-request-gitlab" title="Permalink to this headline">¶</a></h3>
+<p>Go back to the repository on GitHub or GitLab and open a pull/merge
+request. <strong>In a collaborative setting, you could request a code
+review from collaborators at this stage.</strong> Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#1</span></code>.</p>
+</div>
+<div class="section" id="step-9-accept-the-pull-merge-request">
+<h3>Step 9: Accept the pull/merge request<a class="headerlink" href="#step-9-accept-the-pull-merge-request" title="Permalink to this headline">¶</a></h3>
+<p>Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</div>
+<div class="section" id="discussion">
+<h3>Discussion<a class="headerlink" href="#discussion" title="Permalink to this headline">¶</a></h3>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="where-to-go-from-here">
+<h2>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>This workflow is very useful for collaborators who work on the same code and it works both for
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/02-centralized/">centralized</a> and
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/">forking</a> workflows - have a look at this
+<a class="reference internal" href="../full-cycle-ci/"><span class="doc std std-doc">alternative exercise</span></a> to see how that works.</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</div>
+</div>
+
+
+           </div>
+           
+          </div>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+        <a href="../test-design/" class="btn btn-neutral float-right" title="Test design" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="../pytest/" class="btn btn-neutral float-left" title="Testing locally" 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 2020, CodeRefinery project.
+
+    </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>
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+          SphinxRtdTheme.Navigation.enable(true);
+      });
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diff --git a/branch/thor--simplify-ci/full-cycle-ci/index.html b/branch/thor--simplify-ci/full-cycle-ci/index.html
new file mode 100644
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--- /dev/null
+++ b/branch/thor--simplify-ci/full-cycle-ci/index.html
@@ -0,0 +1,530 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
+  <title>(Optional) Full-cycle collaborative workflow &mdash; Software testing  documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+
+  
+  
+    <link rel="shortcut icon" href="../_static/coderefinery.ico"/>
+  
+
+  
+  
+
+  
+
+  
+  <!--[if lt IE 9]>
+    <script src="../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
+        <script src="../_static/jquery.js"></script>
+        <script src="../_static/underscore.js"></script>
+        <script src="../_static/doctools.js"></script>
+        <script src="../_static/togglebutton.js"></script>
+        <script src="../_static/clipboard.min.js"></script>
+        <script src="../_static/copybutton.js"></script>
+        <script src="../_static/minipres.js"></script>
+        <script src="../_static/tabs.js"></script>
+        <script >var togglebuttonSelector = '.toggle, .admonition.dropdown, .tag_hide_input div.cell_input, .tag_hide-input div.cell_input, .tag_hide_output div.cell_output, .tag_hide-output div.cell_output, .tag_hide_cell.cell, .tag_hide-cell.cell';</script>
+    
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+    <link rel="search" title="Search" href="../search/" />
+    <link rel="next" title="Quick Reference" href="../quick-reference/" />
+    <link rel="prev" title="Conclusions and recommendations" href="../conclusions/" /> 
+</head>
+
+<body class="wy-body-for-nav">
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+  <div class="wy-grid-for-nav">
+    
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
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+          
+            <a href="../" class="icon icon-home"> Software testing
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+          
+            
+            
+          
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+          
+<div role="search">
+  <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 class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
+              <p class="caption"><span class="caption-text">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">(Optional) Full-cycle collaborative workflow</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#exercise-a-full-cycle-collaborative-workflow">Exercise a full-cycle collaborative workflow</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-1-create-a-new-repository-on-github-gitlab">Step 1: Create a new repository on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-2-clone-your-own-repository-add-code-commit-and-push">Step 2: Clone your own repository, add code, commit, and push</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-3-enable-automated-testing">Step 3: Enable automated testing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-4-verify-that-tests-have-been-automatically-run">Step 4: Verify that tests have been automatically run</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-5-add-a-test-which-reveals-a-problem">Step 5: Add a test which reveals a problem</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-6-open-an-issue-on-github-gitlab">Step 6: Open an issue on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-7-fork-and-clone-the-repository-of-your-colleague">Step 7: Fork and clone the repository of your colleague</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-8-fix-the-broken-test">Step 8: Fix the broken test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-9-open-a-pull-request-github-merge-request-gitlab">Step 9: Open a pull request (GitHub)/ merge request (GitLab)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-10-accept-the-pull-request-merge-request">Step 10: Accept the pull request/ merge request</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#discussion">Discussion</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-go-from-here">Where to go from here</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
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+            
+  <div class="section" id="optional-full-cycle-collaborative-workflow">
+<h1>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Permalink to this headline">¶</a></h1>
+<div class="admonition-questions questions admonition">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<div class="section" id="exercise-a-full-cycle-collaborative-workflow">
+<h2>Exercise a full-cycle collaborative workflow<a class="headerlink" href="#exercise-a-full-cycle-collaborative-workflow" title="Permalink to this headline">¶</a></h2>
+<p>This exercise is a collaborative version of the <a class="reference internal" href="../continuous-integration/"><span class="doc std std-doc">Automated testing exercise</span></a>.</p>
+<div class="admonition-exercise-overview challenge admonition">
+<p class="admonition-title">Exercise overview</p>
+<p>This is an expanded version of the <a class="reference internal" href="../continuous-integration/"><span class="doc std std-doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)<br />
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI<br />
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository<br />
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)<br />
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<div class="figure align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/testing_group_work.png"><img alt="Graph with exercise steps" src="../_images/testing_group_work.png" style="width: 300px;" /></a>
+<p class="caption"><span class="caption-text">Overview of this exercise. Below we detail the steps.</span><a class="headerlink" href="#id1" title="Permalink to this image">¶</a></p>
+</div>
+<div class="section" id="prerequisites">
+<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this headline">¶</a></h3>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.</p>
+</div>
+<div class="section" id="step-1-create-a-new-repository-on-github-gitlab">
+<h3>Step 1: Create a new repository on GitHub/GitLab<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>Select a <strong>different repository name</strong> than your colleagues (otherwise forking the same name will be strange)</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Share the repository URL with your exercise group via shared document or chat</p></li>
+</ul>
+</div>
+<div class="section" id="step-2-clone-your-own-repository-add-code-commit-and-push">
+<h3>Step 2: Clone your own repository, add code, commit, and push<a class="headerlink" href="#step-2-clone-your-own-repository-add-code-commit-and-push" title="Permalink to this headline">¶</a></h3>
+<p>Clone the repository.</p>
+<p>Add a file <code class="docutils literal notranslate"><span class="pre">example.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 8</span>
+
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+</pre></div>
+</div>
+<p>Test <code class="docutils literal notranslate"><span class="pre">example.py</span></code> with <code class="docutils literal notranslate"><span class="pre">pytest</span></code>.</p>
+<p>Then stage the file (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</div>
+<div class="section" id="step-3-enable-automated-testing">
+<h3>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Permalink to this headline">¶</a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-0-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-0-0-0" name="0-0" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-0-0-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-0-0-1" name="0-1" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-0-0-0" class="sphinx-tabs-panel" id="panel-0-0-0" name="0-0" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Set up
+this workflow” under Python Application:</p>
+<div class="figure align-default" id="id2">
+<img alt="Selecting a Python workflow" src="../_images/python_application.png" />
+<p class="caption"><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id2" title="Permalink to this image">¶</a></p>
+</div>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions</span>
+
+<span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Python application</span>
+
+<span class="nt">on</span><span class="p">:</span>
+  <span class="nt">push</span><span class="p">:</span>
+    <span class="nt">branches</span><span class="p">:</span> <span class="p p-Indicator">[</span> <span class="nv">main</span> <span class="p p-Indicator">]</span>
+  <span class="nt">pull_request</span><span class="p">:</span>
+    <span class="nt">branches</span><span class="p">:</span> <span class="p p-Indicator">[</span> <span class="nv">main</span> <span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+  <span class="nt">build</span><span class="p">:</span>
+
+    <span class="nt">runs-on</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+    <span class="nt">steps</span><span class="p">:</span>
+    <span class="p p-Indicator">-</span> <span class="nt">uses</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">actions/checkout@v2</span>
+    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Set up Python 3.8</span>
+      <span class="nt">uses</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v2</span>
+      <span class="nt">with</span><span class="p">:</span>
+        <span class="nt">python-version</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">3.8</span>
+    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+      <span class="nt">run</span><span class="p">:</span> <span class="p p-Indicator">|</span>
+        <span class="no">python -m pip install --upgrade pip</span>
+        <span class="no">pip install flake8 pytest</span>
+        <span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+      <span class="nt">run</span><span class="p">:</span> <span class="p p-Indicator">|</span>
+        <span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+        <span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+        <span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+        <span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="hll">    <span class="p p-Indicator">-</span> <span class="nt">name</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">Test with pytest</span>
+</span><span class="hll">      <span class="nt">run</span><span class="p">:</span> <span class="p p-Indicator">|</span>
+</span><span class="hll">        <span class="no">pytest example.py</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<div class="figure align-default" id="id3">
+<a class="reference internal image-reference" href="../_images/gh_action_commit.png"><img alt="Committing the change" src="../_images/gh_action_commit.png" style="width: 400px;" /></a>
+<p class="caption"><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Permalink to this image">¶</a></p>
+</div>
+</div><div aria-labelledby="tab-0-0-1" class="sphinx-tabs-panel" hidden="true" id="panel-0-0-1" name="0-1" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</span><span class="p">:</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">linting</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</span><span class="p">:</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">cat /proc/version</span> <span class="c1">#print out operations system</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">python -V</span>  <span class="c1"># Print out python version for debugging</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+  <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+  <span class="nt">stage</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">linting</span>
+  <span class="nt">script</span><span class="p">:</span>
+    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+  <span class="nt">stage</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll">  <span class="nt">script</span><span class="p">:</span>
+</span>    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">pytest example.py</span>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<div class="figure align-default" id="id4">
+<a class="reference internal image-reference" href="../_images/gl_action_commit.png"><img alt="Committing the change" src="../_images/gl_action_commit.png" style="width: 400px;" /></a>
+<p class="caption"><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Permalink to this image">¶</a></p>
+</div>
+</div></div>
+</div>
+<div class="section" id="step-4-verify-that-tests-have-been-automatically-run">
+<h3>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Permalink to this headline">¶</a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-1-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-1-1-0" name="1-0" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-1-1-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-1-1-1" name="1-1" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-1-1-0" class="sphinx-tabs-panel" id="panel-1-1-0" name="1-0" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<div class="figure align-default" id="id5">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<p class="caption"><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Permalink to this image">¶</a></p>
+</div>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-1-1-1" class="sphinx-tabs-panel" hidden="true" id="panel-1-1-1" name="1-1" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<div class="figure align-default" id="id6">
+<img alt="Verify that the test passed" src="../_images/gl_green_check_mark.png" />
+<p class="caption"><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Permalink to this image">¶</a></p>
+</div>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div></div>
+</div>
+<div class="section" id="step-5-add-a-test-which-reveals-a-problem">
+<h3>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Permalink to this headline">¶</a></h3>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$ git pull origin main
+</pre></div>
+</div>
+<p>Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">example.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</div>
+<div class="section" id="step-6-open-an-issue-on-github-gitlab">
+<h3>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Permalink to this headline">¶</a></h3>
+<p>Open a new issue in your repository about the broken test (click the “Issues” button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.</p>
+</div>
+<div class="section" id="step-7-fork-and-clone-the-repository-of-your-colleague">
+<h3>Step 7: Fork and clone the repository of your colleague<a class="headerlink" href="#step-7-fork-and-clone-the-repository-of-your-colleague" title="Permalink to this headline">¶</a></h3>
+<p>Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout">this visual representation</a>).</p>
+<p><strong>Make sure you clone the fork after you have forked it. Do not clone
+your colleague’s repository directly.</strong></p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-2-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-2-2-0" name="2-0" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-2-2-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-2-2-1" name="2-1" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-2-2-0" class="sphinx-tabs-panel" id="panel-2-2-0" name="2-0" role="tabpanel" tabindex="0"><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$ git clone https://github.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-2-1" class="sphinx-tabs-panel" hidden="true" id="panel-2-2-1" name="2-1" role="tabpanel" tabindex="0"><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$ git clone https://gitlab.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div></div>
+</div>
+<div class="section" id="step-8-fix-the-broken-test">
+<h3>Step 8: Fix the broken test<a class="headerlink" href="#step-8-fix-the-broken-test" title="Permalink to this headline">¶</a></h3>
+<p>After you have fixed the code, commit the following commit message
+<code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that you try to fix
+issue number 1).</p>
+<p>Then push to your fork.</p>
+</div>
+<div class="section" id="step-9-open-a-pull-request-github-merge-request-gitlab">
+<h3>Step 9: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-9-open-a-pull-request-github-merge-request-gitlab" title="Permalink to this headline">¶</a></h3>
+<p>Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#NUMBEROFTHEISSUE</span></code></p>
+</div>
+<div class="section" id="step-10-accept-the-pull-request-merge-request">
+<h3>Step 10: Accept the pull request/ merge request<a class="headerlink" href="#step-10-accept-the-pull-request-merge-request" title="Permalink to this headline">¶</a></h3>
+<p>Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</div>
+<div class="section" id="discussion">
+<h3>Discussion<a class="headerlink" href="#discussion" title="Permalink to this headline">¶</a></h3>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+<div class="admonition-optional-exercise challenge admonition">
+<p class="admonition-title">Optional exercise</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="where-to-go-from-here">
+<h2>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</div>
+</div>
+
+
+           </div>
+           
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+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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+           <div itemprop="articleBody">
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+<div class="genindex-jumpbox">
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+           
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+          <footer>
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+</head>
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+          
+            
+            
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+            
+            
+              <p class="caption"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Instructor guide</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#why-we-teach-this-lesson">Why we teach this lesson</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#intended-learning-outcomes">Intended learning outcomes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-we-teach-this-lesson">How we teach this lesson</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#how-to-start">How to start</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#questions-to-involve-participants">Questions to involve participants</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#structure-of-the-lesson">Structure of the lesson</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#concepts">Concepts</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#testing-locally">Testing locally</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#automated-testing-or-full-cycle-collaborative-workflow">Automated testing (or full-cycle collaborative workflow)</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#test-design">Test design</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#order-of-continuous-integration-and-test-design">Order of Continuous Integration and Test Design</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#timing">Timing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#room-for-improvement">Room for improvement</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+            
+          
+        </div>
+        
+      </div>
+    </nav>
+
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+
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+    
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+      <li>Instructor guide</li>
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+              <a href="https://github.com/coderefinery/testing/blob/master/content/guide.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">
+            
+  <div class="section" id="instructor-guide">
+<h1>Instructor guide<a class="headerlink" href="#instructor-guide" title="Permalink to this headline">¶</a></h1>
+<div class="section" id="why-we-teach-this-lesson">
+<h2>Why we teach this lesson<a class="headerlink" href="#why-we-teach-this-lesson" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Because writing tests and using automated testing is often part
+of the development process, especially for codes that are larger than
+a simple script.</p></li>
+<li><p>We wish to give learners the tools so that they can rewrite codes and
+collaborate on a code projects with more confidence.</p></li>
+<li><p>Testing can help detecting regressions during development instead of later
+(when using the code) or too late (after having published results).</p></li>
+<li><p>Can simplify collaboration since contributors can be more confident that
+their changes preserve expected functionality.</p></li>
+<li><p>Tests document the intent of the function/module/library/code.</p></li>
+<li><p>Tests can guide the code towards more modular and reusable code style with
+fewer side effects.</p></li>
+</ul>
+</div>
+<div class="section" id="intended-learning-outcomes">
+<h2>Intended learning outcomes<a class="headerlink" href="#intended-learning-outcomes" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Know that in each language tools exist that can execute a series of test functions
+and report success or failure.</p></li>
+<li><p>Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+allow us to automatically run tests on every Git push or every pull request or merge request.</p></li>
+<li><p>Be able to approach a function or module or library and design a test for it “in words”
+or pseudo-code.</p></li>
+<li><p>Know what test coverage means and how it can help to detect untested/unused code.</p></li>
+<li><p>Know where in a larger and untested project to start introducing tests since it is beyond
+reach and also probably not reasonable to test everything.</p></li>
+</ul>
+</div>
+<div class="section" id="how-we-teach-this-lesson">
+<h2>How we teach this lesson<a class="headerlink" href="#how-we-teach-this-lesson" title="Permalink to this headline">¶</a></h2>
+<div class="section" id="how-to-start">
+<h3>How to start<a class="headerlink" href="#how-to-start" title="Permalink to this headline">¶</a></h3>
+<p>The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.</p>
+</div>
+<div class="section" id="questions-to-involve-participants">
+<h3>Questions to involve participants<a class="headerlink" href="#questions-to-involve-participants" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>Do you agree that testing software is similar to calibrating detectors?</p></li>
+<li><p>Do you test your code?</p></li>
+<li><p>How and when do you test?</p></li>
+<li><p>Where would you start adding a test in an existing project?</p></li>
+<li><p>In which situations would you recommend not to add any tests?</p></li>
+</ul>
+</div>
+<div class="section" id="structure-of-the-lesson">
+<h3>Structure of the lesson<a class="headerlink" href="#structure-of-the-lesson" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="concepts">
+<h4>Concepts<a class="headerlink" href="#concepts" title="Permalink to this headline">¶</a></h4>
+<p>After the Motivation episode, the lesson continues with a walkthrough
+of important concepts in software testing (unit tests, integration
+tests, test-driven development etc). At the end of the Concepts episode
+there’s a link to the Quick Reference where learners can find a list of
+available testing frameworks for different languages.</p>
+</div>
+<div class="section" id="testing-locally">
+<h4>Testing locally<a class="headerlink" href="#testing-locally" title="Permalink to this headline">¶</a></h4>
+<p>After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise “Testing with numerical
+tolerance” can be left as homework.</p>
+</div>
+<div class="section" id="automated-testing-or-full-cycle-collaborative-workflow">
+<h4>Automated testing (or full-cycle collaborative workflow)<a class="headerlink" href="#automated-testing-or-full-cycle-collaborative-workflow" title="Permalink to this headline">¶</a></h4>
+<p>After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode “Full-cycle
+collaborative workflow”, and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.</p>
+<p><strong>If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!</strong></p>
+<p>If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with “fixes
+#1” (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.</p>
+</div>
+<div class="section" id="test-design">
+<h4>Test design<a class="headerlink" href="#test-design" title="Permalink to this headline">¶</a></h4>
+<p>This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.</p>
+</div>
+<div class="section" id="order-of-continuous-integration-and-test-design">
+<h4>Order of Continuous Integration and Test Design<a class="headerlink" href="#order-of-continuous-integration-and-test-design" title="Permalink to this headline">¶</a></h4>
+<p>When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.</p>
+</div>
+</div>
+<div class="section" id="timing">
+<h3>Timing<a class="headerlink" href="#timing" title="Permalink to this headline">¶</a></h3>
+<p>The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with “Full-cycle
+collaborative workflow”, or give more time to the Test Design episode.</p>
+<p>Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.</p>
+</div>
+<div class="section" id="room-for-improvement">
+<h3>Room for improvement<a class="headerlink" href="#room-for-improvement" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>The lesson is still too Python centric in the “Testing locally” and “Automated testing” episodes.
+It would be nice to offer alternatives for learners who write in different languages.</p></li>
+<li><p>Currently the lesson is in the “discipline” domain. Testing is
+something you do to control behavior (your own as well as the code).
+Testing is also something you can do to improve productivity, but this
+is less visible/detectable.</p></li>
+</ul>
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+              <p class="caption"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="guide/">Instructor guide</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <div class="section" id="software-testing">
+<h1>Software testing<a class="headerlink" href="#software-testing" title="Permalink to this headline">¶</a></h1>
+<p>In this lesson we will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see automated testing works and practice designing and writing tests.</p>
+<div class="admonition-prerequisites prereq admonition">
+<p class="admonition-title">Prerequisites</p>
+<ol class="arabic simple">
+<li><p>You need <a class="reference external" href="http://doc.pytest.org">pytest</a> (as part of Anaconda or Miniconda or Virtual Environment).</p></li>
+<li><p>Basic understanding of Git.</p></li>
+<li><p>You need a <a class="reference external" href="https://github.com">GitHub</a> or a <a class="reference external" href="https://gitlab.com/">Gitlab</a> account.</p></li>
+</ol>
+</div>
+<table class="colwidths-auto docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p>10 min</p></td>
+<td><p><a class="reference internal" href="motivation/"><span class="doc">Motivation</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>10 min</p></td>
+<td><p><a class="reference internal" href="concepts/"><span class="doc">Concepts</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>20 min</p></td>
+<td><p><a class="reference internal" href="pytest/"><span class="doc">Testing locally</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="continuous-integration/"><span class="doc">Automated testing</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="test-design/"><span class="doc">Test design</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>5 min</p></td>
+<td><p><a class="reference internal" href="conclusions/"><span class="doc">Conclusions and recommendations</span></a></p></td>
+</tr>
+</tbody>
+</table>
+<div class="toctree-wrapper compound">
+<p class="caption"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+</div>
+<div class="toctree-wrapper compound">
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="guide/">Instructor guide</a></li>
+</ul>
+</div>
+</div>
+
+
+           </div>
+           
+          </div>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
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+              <p class="caption"><span class="caption-text">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Motivation</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#untested-software-can-be-compared-to-uncalibrated-detectors">Untested software can be compared to uncalibrated detectors</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-in-a-nutshell">Testing in a nutshell</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#tests-help-preserving-expected-functionality">Tests help preserving expected functionality</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#tests-help-users-of-your-code">Tests help users of your code</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#tests-help-other-developers">Tests help other developers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#tests-help-managing-complexity">Tests help managing complexity</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#good-code-pure-and-easy-to-test">Good code: pure and easy to test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#less-good-code-has-side-effects-and-is-difficult-to-test">Less good code: has side effects and is difficult to test</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+
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+           <div itemprop="articleBody">
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+  <div class="section" id="motivation">
+<h1>Motivation<a class="headerlink" href="#motivation" title="Permalink to this headline">¶</a></h1>
+<div class="admonition-questions questions admonition">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>Why automated tests</p></li>
+<li><p>Can there be situations where automated tests are too much?</p></li>
+</ul>
+</div>
+<div class="section" id="untested-software-can-be-compared-to-uncalibrated-detectors">
+<h2>Untested software can be compared to uncalibrated detectors<a class="headerlink" href="#untested-software-can-be-compared-to-uncalibrated-detectors" title="Permalink to this headline">¶</a></h2>
+<p><em>“Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response.”</em></p>
+<blockquote>
+<div><p>[From <a class="reference external" href="https://carpentries-incubator.github.io/python-testing/">Testing and Continuous Integration with Python</a>, created by K. Huff]</p>
+</div></blockquote>
+<p>Simulations and analysis using software <em>should</em> be held to the same standards as experimental measurement devices!</p>
+<p>Further motivation for testing:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://science.sciencemag.org/content/314/5807/1856.summary">A Scientist’s Nightmare: Software Problem Leads to Five Retractions</a></p></li>
+<li><p><a class="reference external" href="https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/">Researchers find bug in Python script may have affected hundreds of studies</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="testing-in-a-nutshell">
+<h2>Testing in a nutshell<a class="headerlink" href="#testing-in-a-nutshell" title="Permalink to this headline">¶</a></h2>
+<p>In software tests, expected results are compared with observed results in order
+to establish accuracy:</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab code-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel code-tab group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-py notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;Converts temperature in Fahrenheit</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="c1"># This is the test function: `assert` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="k">def</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;cmath&gt;</span><span class="c1">  // std::abs</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;cstdlib&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;iostream&gt;</span><span class="cp"></span>
+
+<span class="k">using</span> <span class="k">namespace</span> <span class="n">std</span><span class="p">;</span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">double</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span> <span class="n">temp_f</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span> <span class="o">/</span> <span class="mf">9.0</span><span class="p">);</span>
+  <span class="k">return</span> <span class="n">temp_c</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* This is the test function: `throws` raises an error if something is wrong. */</span>
+<span class="kt">void</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">()</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">);</span>
+  <span class="k">auto</span> <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span><span class="p">;</span>
+  <span class="k">try</span> <span class="p">{</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">1.0e-6</span><span class="p">)</span> <span class="k">throw</span> <span class="s">&quot;Error&quot;</span><span class="p">;</span>
+  <span class="p">}</span> <span class="k">catch</span> <span class="p">(</span><span class="kt">char</span> <span class="k">const</span><span class="o">*</span> <span class="n">err</span><span class="p">)</span> <span class="p">{</span>
+    <span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="n">err</span><span class="p">;</span>
+  <span class="p">}</span>
+<span class="p">}</span>
+
+<span class="kt">int</span> <span class="nf">main</span><span class="p">()</span> <span class="p">{</span>
+  <span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+  <span class="n">test_fahrenheit_to_celsius</span><span class="p">();</span>
+  <span class="k">return</span> <span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="c1"># Converts temperature in Fahrenheit to Celsius.</span>
+<span class="n">fahrenheit_to_celsius</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+  <span class="n">temp_c</span> <span class="o">&lt;-</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="m">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="m">5.0</span><span class="o">/</span><span class="m">9.0</span><span class="p">)</span>
+  <span class="n">temp_c</span>
+<span class="p">}</span>
+
+<span class="c1"># This is the test function: `assertive::is_true` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="n">test_fahrenheit_to_celsius</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">()</span>
+<span class="p">{</span>
+  <span class="n">temp_c</span> <span class="o">&lt;-</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span> <span class="o">=</span> <span class="m">100.0</span><span class="p">)</span>
+  <span class="n">expected_result</span> <span class="o">&lt;-</span> <span class="m">37.777777</span>
+  <span class="n">assertive</span><span class="o">::</span><span class="nf">is_true</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="m">1.0e-6</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">program </span><span class="n">temperature_conversion</span>
+
+<span class="k">implicit none</span>
+<span class="k">call </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+
+<span class="k">contains</span>
+
+<span class="k">function </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span> <span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+   <span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_f</span>
+   <span class="kt">real </span><span class="n">temp_c</span>
+   <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mi">3</span><span class="mf">2.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius</span>
+
+<span class="k">subroutine </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+   <span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_c</span>
+   <span class="kt">real </span><span class="n">expected_result</span>
+   <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+   <span class="n">expected_result</span> <span class="o">=</span> <span class="mi">3</span><span class="mf">7.777777</span>
+   <span class="k">if</span><span class="p">(</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">1.0e-6</span><span class="p">)</span> <span class="k">then</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span> <span class="s1">&#39;Error&#39;</span>
+   <span class="k">else</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span> <span class="s1">&#39;Pass&#39;</span>
+   <span class="k">end if</span>
+<span class="k">end subroutine </span><span class="n">test_fahrenheit_to_celsius</span>
+
+<span class="k">end program </span><span class="n">temperature_conversion</span>
+</pre></div>
+</div>
+</div></div>
+<p>Why are we not comparing directly all digits with the expected result?</p>
+</div>
+<hr class="docutils" />
+<div class="section" id="tests-help-preserving-expected-functionality">
+<h2>Tests help preserving expected functionality<a class="headerlink" href="#tests-help-preserving-expected-functionality" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>As projects grow, it becomes easier to break things without noticing immediately</p></li>
+<li><p>Software defects can be caused by both human errors and non-controllable events (i.e. environmental conditions)</p></li>
+<li><p>Testing helps <strong>detecting new errors early</strong></p></li>
+<li><p>Interpreted dynamically typed imperative languages often need to be tested</p></li>
+<li><p>So do compiled languages but the compiler catches at least some errors</p></li>
+<li><p>Testing is essential for research software because we care about
+reproducibility of scientific results and because derivative research and
+programs depend on research software</p></li>
+<li><p>“Program testing can be used to show the presence of bugs, but never to show their absence!” (Edsger W. Dijkstra)</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="tests-help-users-of-your-code">
+<h2>Tests help users of your code<a class="headerlink" href="#tests-help-users-of-your-code" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Make it easier for others to verify whether the code has been correctly installed</p></li>
+<li><p>Provide basis to judge the quality of the code</p></li>
+<li><p>Users of your code publish papers based on results produced by your code</p></li>
+<li><p>Your peers need to be able to reproduce your (to be) published computational results</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="tests-help-other-developers">
+<h2>Tests help other developers<a class="headerlink" href="#tests-help-other-developers" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><p>Tests make it easier to <strong>refactor the code</strong> (rewrite code while keeping functionality)</p></li>
+<li><p>Code can become unsustainable without runnable tests and becomes legacy software (i.e. software outdated and not usable anymore)</p></li>
+<li><p>Documentation which is up to date by definition</p></li>
+<li><p>Easier for external developers to contribute to the project without breaking your code
+(<strong>you may immediately see problems in your code but others may not</strong>)</p>
+<ul>
+<li><p>You are confident accepting contributions</p></li>
+<li><p><em>You</em> can confidently improve your code</p></li>
+</ul>
+</li>
+</ul>
+<div class="figure align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/suit.jpg"><img alt="Old-fashioned diving suit" src="../_images/suit.jpg" style="width: 300px;" /></a>
+<p class="caption"><span class="caption-text">Suiting up to modify untested code.</span><a class="headerlink" href="#id1" title="Permalink to this image">¶</a></p>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="tests-help-managing-complexity">
+<h2>Tests help managing complexity<a class="headerlink" href="#tests-help-managing-complexity" title="Permalink to this headline">¶</a></h2>
+<div class="section" id="good-code-pure-and-easy-to-test">
+<h3>Good code: pure and easy to test<a class="headerlink" href="#good-code-pure-and-easy-to-test" title="Permalink to this headline">¶</a></h3>
+<p>“Pure”: no side effects.
+We already know how to test this code (see above):</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab code-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel code-tab group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-py notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;cstdlib&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;iostream&gt;</span><span class="cp"></span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">double</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span> <span class="n">temp_f</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span> <span class="o">/</span> <span class="mf">9.0</span><span class="p">);</span>
+  <span class="k">return</span> <span class="n">temp_c</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="kt">int</span> <span class="nf">main</span><span class="p">()</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+  <span class="n">std</span><span class="o">::</span><span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="n">temp_c</span> <span class="o">&lt;&lt;</span> <span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+  <span class="k">return</span> <span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="n">fahrenheit_to_celsius</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+  <span class="n">temp_c</span> <span class="o">&lt;-</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="m">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="m">5.0</span><span class="o">/</span><span class="m">9.0</span><span class="p">)</span>
+  <span class="n">temp_c</span>
+<span class="p">}</span>
+
+<span class="n">temp_c</span> <span class="o">&lt;-</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span> <span class="o">=</span> <span class="m">100.0</span><span class="p">)</span>
+<span class="nf">print</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">function </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span> <span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+<span class="k">implicit none</span>
+<span class="kt">real </span><span class="n">temp_f</span>
+<span class="kt">real </span><span class="n">temp_c</span>
+<span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mi">3</span><span class="mf">2.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius</span>
+
+<span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+<span class="k">write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span> <span class="n">temp_c</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+<div class="section" id="less-good-code-has-side-effects-and-is-difficult-to-test">
+<h3>Less good code: has side effects and is difficult to test<a class="headerlink" href="#less-good-code-has-side-effects-and-is-difficult-to-test" title="Permalink to this headline">¶</a></h3>
+<p>How would you test this code:</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab code-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab code-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel code-tab group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-py notranslate"><div class="highlight"><pre><span></span><span class="n">f_to_c_offset</span> <span class="o">=</span> <span class="mf">32.0</span>
+<span class="n">f_to_c_factor</span> <span class="o">=</span> <span class="mf">0.555555555</span>
+<span class="n">temp_c</span> <span class="o">=</span> <span class="mf">0.0</span>
+
+<span class="k">def</span> <span class="nf">fahrenheit_to_celsius_bad</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+    <span class="k">global</span> <span class="n">temp_c</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="n">f_to_c_offset</span><span class="p">)</span> <span class="o">*</span> <span class="n">f_to_c_factor</span>
+
+<span class="n">fahrenheit_to_celsius_bad</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;cstdlib&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;iostream&gt;</span><span class="cp"></span>
+
+<span class="k">constexpr</span> <span class="kt">double</span> <span class="n">f_to_c_offset</span> <span class="o">=</span> <span class="mf">32.0</span><span class="p">;</span>
+<span class="k">constexpr</span> <span class="kt">double</span> <span class="n">f_to_c_factor</span> <span class="o">=</span> <span class="mf">0.555555555</span><span class="p">;</span>
+<span class="kt">double</span> <span class="n">temp_c</span> <span class="o">=</span> <span class="mf">0.0</span><span class="p">;</span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">void</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span> <span class="n">temp_f</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="n">f_to_c_offset</span><span class="p">)</span> <span class="o">*</span> <span class="n">f_to_c_factor</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="kt">int</span> <span class="nf">main</span><span class="p">()</span> <span class="p">{</span>
+  <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+  <span class="n">std</span><span class="o">::</span><span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="n">temp_c</span> <span class="o">&lt;&lt;</span> <span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+  <span class="k">return</span> <span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="n">f_to_c_offset</span> <span class="o">&lt;-</span> <span class="m">32.0</span>
+<span class="n">f_to_c_factor</span> <span class="o">&lt;-</span> <span class="m">0.555555555</span>
+<span class="n">temp_c</span> <span class="o">&lt;-</span> <span class="m">0.0</span>
+
+<span class="n">fahrenheit_to_celsius_bad</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+  <span class="n">temp_c</span> <span class="o">&lt;&lt;-</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="n">f_to_c_offset</span><span class="p">)</span> <span class="o">*</span> <span class="n">f_to_c_factor</span>
+<span class="p">}</span>
+
+<span class="nf">fahrenheit_to_celsius_bad</span><span class="p">(</span><span class="n">temp_f</span> <span class="o">=</span> <span class="m">100.0</span><span class="p">)</span>
+<span class="nf">print</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel code-tab group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="kt">real </span><span class="n">f_to_c_offset</span> <span class="o">=</span> <span class="mi">3</span><span class="mf">2.0</span>
+<span class="kt">real </span><span class="n">f_to_c_factor</span> <span class="o">=</span> <span class="mf">0.555555555</span>
+
+<span class="k">function </span><span class="n">fahrenheit_to_celsius_bad</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span> <span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+   <span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_f</span>
+   <span class="kt">real </span><span class="n">temp_c</span>
+   <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="n">f_to_c_offset</span><span class="p">)</span> <span class="o">*</span> <span class="n">f_to_c_factor</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius_bad</span>
+
+<span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius_bad</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+<span class="k">write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span> <span class="n">temp_c</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-tests-guide-towards-modular-code-structure discussion admonition">
+<p class="admonition-title">Tests guide towards modular code structure</p>
+<ul class="simple">
+<li><p>Well structured code (modular code) is easy to test</p></li>
+<li><p>“Badly” structured code is difficult to test automatically</p></li>
+<li><p>If you make it easier to test, it becomes more modular</p></li>
+<li><p>To make code more modular, maybe start by thinking about how to make it testable if you need inspiration?</p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="admonition-discussion-when-is-it-ok-not-to-add-tests discussion admonition">
+<p class="admonition-title">Discussion: When is it OK not to add tests?</p>
+<p><strong>It is always a balance: there is no “always”/”never”</strong>.</p>
+<ul class="simple">
+<li><p>Jupyter or R Markdown notebook which produces a plot and you know by
+looking at the plot whether it worked?</p></li>
+<li><p>A short, “obviously correct” Python or R script which you never intend to reuse?</p></li>
+<li><p>A simple short, “obviously correct” shell script?</p></li>
+<li><p>Can you give other examples?</p></li>
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new file mode 100644
index 0000000..457700b
--- /dev/null
+++ b/branch/thor--simplify-ci/objects.inv
@@ -0,0 +1,5 @@
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+# Project: Software testing
+# Version: 
+# The remainder of this file is compressed using zlib.
+x�}��N�0��~�=����rCHH-���I�:��B��Nڤ�8%�f23���)�c���&�
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w�}���^NJ�V~Q��A�Kk������
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new file mode 100644
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+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Testing locally</a><ul>
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+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
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+            
+  <div class="section" id="testing-locally">
+<h1>Testing locally<a class="headerlink" href="#testing-locally" title="Permalink to this headline">¶</a></h1>
+<div class="admonition-questions questions admonition">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement a test suite using pytest?</p></li>
+</ul>
+</div>
+<div class="section" id="exercise-pytest">
+<h2>Exercise <a class="reference external" href="http://doc.pytest.org">pytest</a><a class="headerlink" href="#exercise-pytest" title="Permalink to this headline">¶</a></h2>
+<p>In this exercise we will make a simple Python function and use
+<a class="reference external" href="http://doc.pytest.org">pytest</a> to test it.</p>
+<ul class="simple">
+<li><p>This is easy to use by almost any project and doesn’t rely on any
+other servers or services.</p></li>
+<li><p>The downside is that you have to remember to run it yourself.</p></li>
+</ul>
+<p>We will try to
+keep things simple so that those who do not use Python can follow.</p>
+<div class="admonition-exercise-15-min challenge admonition">
+<p class="admonition-title">Exercise: 15 min</p>
+<ol>
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir pytest-example
+<span class="gp">$ </span><span class="nb">cd</span> pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>$ pytest -v example.py
+
+<span class="o">============================================================</span> <span class="nb">test</span> session <span class="nv">starts</span> <span class="o">=================================</span>
+platform linux -- Python <span class="m">3</span>.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+cachedir: .pytest_cache
+rootdir: /home/user/pytest-example, inifile:
+collected <span class="m">1</span> item
+
+example.py::test_add <span class="nv">PASSED</span>
+
+<span class="o">=========================================================</span> <span class="m">1</span> passed <span class="k">in</span> <span class="m">0</span>.01 <span class="nv">seconds</span> <span class="o">===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>$ pytest -v example.py
+
+<span class="o">============================================================</span> <span class="nb">test</span> session <span class="nv">starts</span> <span class="o">=================================</span>
+platform linux -- Python <span class="m">3</span>.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3
+cachedir: .pytest_cache
+rootdir: /home/user/pytest-example, inifile:
+collected <span class="m">1</span> item
+
+example.py::test_add <span class="nv">FAILED</span>
+
+<span class="o">=================================================================</span> <span class="nv">FAILURES</span> <span class="o">=======================================</span>
+_________________________________________________________________ test_add _______________________________________
+
+    def test_add<span class="o">()</span>:
+&gt;       assert add<span class="o">(</span><span class="m">2</span>, <span class="m">3</span><span class="o">)</span> <span class="o">==</span> <span class="m">5</span>
+E       assert -1 <span class="o">==</span> <span class="m">5</span>
+E         --1
+E         +5
+
+example.py:6: <span class="nv">AssertionError</span>
+<span class="o">=========================================================</span> <span class="m">1</span> failed <span class="k">in</span> <span class="m">0</span>.05 <span class="nv">seconds</span> <span class="o">==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<div class="admonition-optional-exercise-testing-with-numerical-tolerance-10-min challenge admonition">
+<p class="admonition-title">Optional exercise: Testing with numerical tolerance (10 min)</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+<div class="admonition-keypoints keypoints admonition">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>pytest collects and runs all test functions starting with <code class="docutils literal notranslate"><span class="pre">test_</span></code>.</p></li>
+<li><p>Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via <code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code>).</p></li>
+</ul>
+</div>
+</div>
+</div>
+
+
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+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
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+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Quick Reference</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#available-tools">Available tools</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#unit-test-frameworks">Unit test frameworks</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#pytest">pytest</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#testthat">testthat</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#test">Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#catch2">Catch2</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#google-test">Google Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#boost-test">Boost.Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#pfunit">pFUnit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#services-to-deploy-testing-and-coverage">Services to deploy testing and coverage</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <div class="section" id="quick-reference">
+<h1>Quick Reference<a class="headerlink" href="#quick-reference" title="Permalink to this headline">¶</a></h1>
+<div class="section" id="available-tools">
+<h2>Available tools<a class="headerlink" href="#available-tools" title="Permalink to this headline">¶</a></h2>
+<div class="section" id="unit-test-frameworks">
+<h3>Unit test frameworks<a class="headerlink" href="#unit-test-frameworks" title="Permalink to this headline">¶</a></h3>
+<p>A <strong>test framework</strong> makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.</p>
+<ul class="simple">
+<li><p>Python</p>
+<ul>
+<li><p><a class="reference external" href="http://doc.pytest.org">pytest</a></p></li>
+<li><p><a class="reference external" href="http://nose.readthedocs.io">nose</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/doctest.html">doctest</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/unittest.html">unittest</a></p></li>
+</ul>
+</li>
+<li><p>R</p>
+<ul>
+<li><p><a class="reference external" href="https://github.com/r-lib/testthat">testthat</a></p></li>
+</ul>
+</li>
+<li><p>Julia</p>
+<ul>
+<li><p><a class="reference external" href="https://docs.julialang.org/en/v1/stdlib/Test/">Test</a></p></li>
+</ul>
+</li>
+<li><p>Matlab</p>
+<ul>
+<li><p><a class="reference external" href="https://www.mathworks.com/help/matlab/class-based-unit-tests.html">Class-Based Unit Tests</a></p></li>
+</ul>
+</li>
+<li><p>C(++)</p>
+<ul>
+<li><p><a class="reference external" href="https://github.com/google/googletest">Google Test</a></p></li>
+<li><p><a class="reference external" href="http://catch-lib.net">Catch2</a></p></li>
+<li><p><a class="reference external" href="https://freedesktop.org/wiki/Software/cppunit/">cppunit</a></p></li>
+<li><p><a class="reference external" href="http://www.boost.org/doc/libs/1_62_0/libs/test/doc/html/index.html">Boost.Test</a></p></li>
+<li><p><a class="reference external" href="http://unittest-cpp.github.io">UnitTest++</a></p></li>
+</ul>
+</li>
+<li><p>Fortran</p>
+<ul>
+<li><p><a class="reference external" href="https://sourceforge.net/projects/pfunit/">pFUnit</a></p></li>
+<li><p><a class="reference external" href="https://sourceforge.net/projects/fortranxunit/">FRUIT</a></p></li>
+<li><p><a class="reference external" href="http://flibs.sourceforge.net/ftnunit.html">Ftunit</a></p></li>
+</ul>
+</li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="pytest">
+<h3><a class="reference external" href="http://doc.pytest.org">pytest</a><a class="headerlink" href="#pytest" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>Python</p></li>
+<li><p>Installable via Conda or pip.</p></li>
+<li><p>Easy to use: Prefix a function with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and the test runner will execute it.
+No need to subclass anything.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Returns a list of integers representing</span>
+<span class="sd">    the word lengths in string s.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">w</span><span class="p">)</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">split</span><span class="p">()]</span>
+
+<span class="k">def</span> <span class="nf">test_get_word_lengths</span><span class="p">():</span>
+    <span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;Three tomatoes are walking down the street&quot;</span>
+    <span class="k">assert</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pytest-demo/builds/104182942">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pytest-demo">Example project</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="testthat">
+<h3><a class="reference external" href="https://github.com/r-lib/testthat">testthat</a><a class="headerlink" href="#testthat" title="Permalink to this headline">¶</a></h3>
+<ul>
+<li><p>R</p></li>
+<li><p>Easily installed from CRAN with <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>, or from GitHub with <code class="docutils literal notranslate"><span class="pre">devtools::install_github(&quot;r-lib/testthat&quot;)</span></code></p></li>
+<li><p>Use in package development with <code class="docutils literal notranslate"><span class="pre">usethis::use_testthat()</span></code></p></li>
+<li><p>Add a new test file with <code class="docutils literal notranslate"><span class="pre">usethis::use_test(&quot;test-name&quot;)</span></code>, e.g.:</p>
+<div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="c1"># tests/testthat/test_example.R</span>
+<span class="c1"># file added by running `usethis::use_test(&quot;example&quot;)`</span>
+
+<span class="nf">context</span><span class="p">(</span><span class="s">&quot;Arithmetics&quot;</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="s">&quot;mypackage&quot;</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;square root function works&quot;</span><span class="p">,</span> <span class="p">{</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">4</span><span class="p">),</span> <span class="m">2</span><span class="p">)</span>
+  <span class="nf">expect_warning</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">-4</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+<p>Tests consist of one or more <em>expectations</em>, and multiple tests can be grouped together in one test file.
+Test files are put in the directory <code class="docutils literal notranslate"><span class="pre">tests/testthat/</span></code>, and their file names are prefixed with <code class="docutils literal notranslate"><span class="pre">test_</span></code>.</p>
+</li>
+<li><p>Run all tests in package with <code class="docutils literal notranslate"><span class="pre">devtools::test()</span></code> (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>&gt; devtools::test()
+Loading mypackage
+Testing mypackage
+✔ |  OK F W S | Context
+✔ |   2       | Arithmetics
+
+══ Results ═════════════════════════════════════════════════════════════════════
+OK:       2
+Failed:   0
+Warnings: 0
+Skipped:  0
+</pre></div>
+</div>
+</li>
+</ul>
+<p>More information in the <a class="reference external" href="http://r-pkgs.had.co.nz/tests.html">Testing chapter</a> of the book <a class="reference external" href="http://r-pkgs.had.co.nz">R Packages</a> by Hadley Wickham.</p>
+</div>
+<hr class="docutils" />
+<div class="section" id="test">
+<h3><a class="reference external" href="https://docs.julialang.org/en/v1/stdlib/Test/">Test</a><a class="headerlink" href="#test" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>Julia</p></li>
+<li><p>Part of the standard library</p></li>
+<li><p>Provides simple unit testing functionality with
+<code class="docutils literal notranslate"><span class="pre">&#64;test</span></code> and <code class="docutils literal notranslate"><span class="pre">&#64;test_throws</span></code> macros:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span> <span class="k">using</span> <span class="n">Test</span>
+
+<span class="n">julia</span><span class="o">&gt;</span> <span class="nd">@test</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+<span class="n">Test</span> <span class="n">Passed</span>
+
+<span class="c"># approximate comparisons:</span>
+<span class="n">julia</span><span class="o">&gt;</span> <span class="nd">@test</span> <span class="nb">π</span> <span class="n">≈</span> <span class="mf">3.14</span> <span class="n">atol</span><span class="o">=</span><span class="mf">0.01</span>
+<span class="n">Test</span> <span class="n">Passed</span>
+
+<span class="c"># Tests that an expression throws exception:</span>
+<span class="n">julia</span><span class="o">&gt;</span> <span class="nd">@test_throws</span> <span class="kt">BoundsError</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">][</span><span class="mi">4</span><span class="p">]</span>
+<span class="n">Test</span> <span class="n">Passed</span>
+      <span class="n">Thrown</span><span class="o">:</span> <span class="kt">BoundsError</span>
+
+<span class="n">julia</span><span class="o">&gt;</span> <span class="nd">@test_throws</span> <span class="kt">DimensionMismatch</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span>
+<span class="n">Test</span> <span class="n">Passed</span>
+      <span class="n">Thrown</span><span class="o">:</span> <span class="kt">DimensionMismatch</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p>Grouping related tests with the <code class="docutils literal notranslate"><span class="pre">&#64;testset</span></code> macro:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span> <span class="n">Test</span>
+
+<span class="k">function</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="o">::</span><span class="n">String</span><span class="p">)</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">length</span><span class="p">(</span><span class="n">w</span><span class="p">)</span> <span class="k">for</span> <span class="n">w</span> <span class="kp">in</span> <span class="n">split</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span>
+<span class="k">end</span> 
+
+<span class="nd">@testset</span> <span class="s">&quot;Testing get_word_length()&quot;</span> <span class="k">begin</span>
+    <span class="n">text</span> <span class="o">=</span> <span class="s">&quot;Three tomatoes are walking down the street&quot;</span>
+    <span class="nd">@test</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+    <span class="n">number</span> <span class="o">=</span> <span class="mi">123</span>
+    <span class="nd">@test_throws</span> <span class="kt">MethodError</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+<hr class="docutils" />
+<div class="section" id="catch2">
+<h3><a class="reference external" href="https://github.com/catchorg/Catch2">Catch2</a><a class="headerlink" href="#catch2" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p>Widely used</p></li>
+<li><p>Header-only</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;example.h&quot;</span><span class="cp"></span>
+
+<span class="k">using</span> <span class="k">namespace</span> <span class="n">Catch</span><span class="o">::</span><span class="n">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Use the example library to add numbers&quot;</span><span class="p">,</span> <span class="s">&quot;[add]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">res</span> <span class="o">=</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">res</span> <span class="o">==</span> <span class="mf">3.0</span><span class="n">_a</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo">Example project</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="google-test">
+<h3><a class="reference external" href="https://github.com/google/googletest">Google Test</a><a class="headerlink" href="#google-test" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p>Widely used</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;gtest/gtest.h&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;example.h&quot;</span><span class="cp"></span>
+
+<span class="n">TEST</span><span class="p">(</span><span class="n">example</span><span class="p">,</span> <span class="n">add</span><span class="p">)</span> <span class="p">{</span>
+  <span class="kt">double</span> <span class="n">res</span><span class="p">;</span>
+  <span class="n">res</span> <span class="o">=</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">);</span>
+  <span class="n">ASSERT_NEAR</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="mf">3.0</span><span class="p">,</span> <span class="mf">1.0e-11</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/gtest-demo/builds/104190982">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/gtest-demo">Example project</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="boost-test">
+<h3><a class="reference external" href="https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html">Boost.Test</a><a class="headerlink" href="#boost-test" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Header-only use possible</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;boost/test/unit_test.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;example.h&quot;</span><span class="cp"></span>
+
+<span class="n">BOOST_AUTO_TEST_CASE</span><span class="p">(</span> <span class="n">add</span> <span class="p">)</span>
+<span class="p">{</span>
+  <span class="k">auto</span> <span class="n">res</span> <span class="o">=</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">);</span>
+  <span class="n">BOOST_TEST</span><span class="p">(</span><span class="n">res</span> <span class="o">==</span> <span class="mf">3.0</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo">Example project</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="pfunit">
+<h3><a class="reference external" href="https://github.com/Goddard-Fortran-Ecosystem/pFUnit">pFUnit</a><a class="headerlink" href="#pfunit" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li><p>Fortran</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Requires modern Fortran compilers (uses F2003 standard)</p></li>
+</ul>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_add_numbers</span><span class="p">()</span>
+
+   <span class="n">use</span> <span class="n">hello</span>
+   <span class="n">use</span> <span class="n">pfunit_mod</span>
+
+   <span class="n">implicit</span> <span class="n">none</span>
+
+   <span class="n">real</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span> <span class="p">::</span> <span class="n">res</span>
+
+   <span class="n">call</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="n">d0</span><span class="p">,</span> <span class="mf">2.0</span><span class="n">d0</span><span class="p">,</span> <span class="n">res</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="mf">3.0</span><span class="n">d0</span><span class="p">)</span>
+
+<span class="n">end</span> <span class="n">subroutine</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pfunit-demo/builds/104193675">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pfunit-demo">Example project</a></p></li>
+</ul>
+</div>
+<hr class="docutils" />
+<div class="section" id="services-to-deploy-testing-and-coverage">
+<h3>Services to deploy testing and coverage<a class="headerlink" href="#services-to-deploy-testing-and-coverage" title="Permalink to this headline">¶</a></h3>
+<p>Each of these are web services to handle testing, free for open source
+projects.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/features/actions">GitHub Actions</a> (we will
+demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://about.gitlab.com/features/gitlab-ci-cd/">GitLab CI</a>
+(we will demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://azure.microsoft.com/en-us/services/devops/pipelines/">Azure Pipelines</a></p></li>
+<li><p><a class="reference external" href="https://coveralls.io">Coveralls</a></p></li>
+<li><p><a class="reference external" href="https://codecov.io">Codecov</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Testing is a basic requirement of any possible language</p></li>
+<li><p>There are various tools for any language you may use</p></li>
+<li><p>There are free web services for open source</p></li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+
+
+           </div>
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+          </div>
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+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
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+</ul>
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diff --git a/branch/thor--simplify-ci/searchindex.js b/branch/thor--simplify-ci/searchindex.js
new file mode 100644
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+              <p class="caption"><span class="caption-text">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/">Concepts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">Test design</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#pure-and-impure-functions">Pure and impure functions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#test-driven-development">Test-driven development</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-randomness">Testing randomness</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#designing-an-end-to-end-test">Designing an end-to-end test</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
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+           <div itemprop="articleBody">
+            
+  <div class="section" id="test-design">
+<h1>Test design<a class="headerlink" href="#test-design" title="Permalink to this headline">¶</a></h1>
+<div class="admonition-questions questions admonition">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can different types of functions and classes be tested?</p></li>
+<li><p>How can the integrity of a complete program be monitored over time?</p></li>
+<li><p>How can functions that involve random numbers be tested?</p></li>
+</ul>
+</div>
+<p>In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.</p>
+<div class="admonition-objectives objectives admonition">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Learn how to determine what kind of unit tests can be performed for different type of functions.</p></li>
+<li><p>Learn how to perform test-driven development in which tests for a function are designed and implemented before the function is written.</p></li>
+<li><p>Learn how to test functions whose output depend on random numbers.</p></li>
+</ul>
+</div>
+<div class="admonition-exercise-instructions discussion admonition">
+<p class="admonition-title">Exercise instructions</p>
+<p><strong>For the instructor</strong></p>
+<ul class="simple">
+<li><p>First motivate and give a quick tour of all exercises below (10 minutes).</p></li>
+<li><p>Emphasize that the focus of this episode is <em>design</em>. It is OK to only discuss in groups and not write code.</p></li>
+</ul>
+<p><strong>In breakout rooms (35 minutes)</strong></p>
+<ul class="simple">
+<li><p>We arrange breakout rooms according to preferred languages.</p></li>
+<li><p>Choose the exercise which interests you most. There are many more exercises than we would have time for.</p></li>
+<li><p>Discuss what testing framework can be used to implement the test.</p></li>
+<li><p>Keep notes, questions, and answers in the collaborative document.</p></li>
+<li><p>If time is available, implement the test(s) using the chosen framework.</p></li>
+</ul>
+<p><strong>Once we return to main room</strong></p>
+<ul class="simple">
+<li><p>Discussion on experiences learned (10 minutes).</p></li>
+</ul>
+</div>
+<div class="section" id="pure-and-impure-functions">
+<h2>Pure and impure functions<a class="headerlink" href="#pure-and-impure-functions" title="Permalink to this headline">¶</a></h2>
+<p>Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.</p>
+<div class="admonition-function-that-receives-a-number-and-returns-a-number challenge admonition">
+<p class="admonition-title">1. Function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-0-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-0-0-0" name="0-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-0-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-0-0-1" name="0-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-0-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-0-0-2" name="0-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-0-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-0-0-3" name="0-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-0-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-0-0-4" name="0-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-0-0" class="sphinx-tabs-panel" id="panel-0-0-0" name="0-0" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-0-1" class="sphinx-tabs-panel" hidden="true" id="panel-0-0-1" name="0-1" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span> <span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">factorial</span><span class="p">(</span><span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">n</span><span class="p">)</span> <span class="p">{</span>
+   <span class="k">return</span> <span class="p">(</span><span class="n">n</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">)</span> <span class="o">?</span> <span class="mi">1</span> <span class="o">:</span> <span class="p">(</span><span class="n">n</span> <span class="o">*</span> <span class="n">factorial</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-0-2" class="sphinx-tabs-panel" hidden="true" id="panel-0-0-2" name="0-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span> <span class="p">{</span>
+  <span class="nf">if </span><span class="p">(</span><span class="n">n</span> <span class="o">&lt;</span> <span class="m">0</span><span class="p">)</span>
+    <span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+  <span class="nf">if </span><span class="p">(</span><span class="n">n</span> <span class="o">==</span> <span class="m">0</span><span class="p">)</span>
+    <span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+  <span class="n">result</span> <span class="o">&lt;-</span> <span class="m">1</span>
+  <span class="nf">for </span><span class="p">(</span><span class="n">i</span> <span class="n">in</span> <span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">&lt;-</span> <span class="n">result</span> <span class="o">*</span> <span class="n">i</span>
+  <span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-0-3" class="sphinx-tabs-panel" hidden="true" id="panel-0-0-3" name="0-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span> <span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span>
+        <span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+    <span class="k">end</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">end</span>
+    <span class="k">return</span> <span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-0-4" class="sphinx-tabs-panel" hidden="true" id="panel-0-0-4" name="0-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+   <span class="c">! computes the factorial of n</span>
+   <span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+      <span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span> <span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span> <span class="kd">::</span> <span class="n">n</span>
+      <span class="kt">integer </span><span class="n">r</span>
+      <span class="kt">integer </span><span class="n">i</span>
+      <span class="k">if</span><span class="p">(</span><span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">)</span> <span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span> <span class="s1">&#39;Received negative input&#39;</span>
+         <span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span> <span class="o">=</span> <span class="mi">1</span>
+      <span class="k">do </span><span class="n">i</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+         <span class="n">r</span> <span class="o">=</span> <span class="n">r</span><span class="o">*</span><span class="n">i</span>
+      <span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+   <span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-1-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-1-1-0" name="1-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-1-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-1-1-1" name="1-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-1-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-1-1-2" name="1-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-1-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-1-1-3" name="1-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-1-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-1-1-4" name="1-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-1-0" class="sphinx-tabs-panel" id="panel-1-1-0" name="1-0" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-1-1" class="sphinx-tabs-panel" hidden="true" id="panel-1-1-1" name="1-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;factorial.hpp&quot;</span><span class="cp"></span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span> <span class="s">&quot;[factorial]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-1-2" class="sphinx-tabs-panel" hidden="true" id="panel-1-1-2" name="1-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span> <span class="p">{</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span> <span class="m">1</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span> <span class="m">1</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span> <span class="m">2</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span> <span class="m">6</span><span class="p">)</span>
+  <span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+  <span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+  <span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-1-3" class="sphinx-tabs-panel" hidden="true" id="panel-1-1-3" name="1-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span> <span class="s">&quot;Test factorial function&quot;</span> <span class="k">begin</span>
+    <span class="nd">@test_throws</span> <span class="kt">DomainError</span> <span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-1-4" class="sphinx-tabs-panel" hidden="true" id="panel-1-1-4" name="1-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span>@test
+subroutine test_factorial()
+   use factorial_mod
+   use funit
+   @assertEqual(120, factorial(5), &#39;factorial(5)&#39;)
+end subroutine test_factorial
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-function-that-receives-two-strings-and-returns-a-number challenge admonition">
+<p class="admonition-title">2. Function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-2-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-2-2-0" name="2-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-2-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-2-2-1" name="2-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-2-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-2-2-2" name="2-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-2-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-2-2-3" name="2-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-2-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-2-2-4" name="2-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-2-0" class="sphinx-tabs-panel" id="panel-2-2-0" name="2-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-2-1" class="sphinx-tabs-panel" hidden="true" id="panel-2-2-1" name="2-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;string&gt;</span><span class="cp"></span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span> <span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span> <span class="n">text</span><span class="p">,</span> <span class="k">const</span> <span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span> <span class="n">word</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">word_count</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+  <span class="k">auto</span> <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+
+  <span class="k">for</span> <span class="p">(</span><span class="k">const</span> <span class="k">auto</span> <span class="nl">ch</span> <span class="p">:</span> <span class="n">text</span><span class="p">)</span> <span class="p">{</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">ch</span> <span class="o">==</span> <span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span> <span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span> <span class="o">==</span> <span class="sc">&#39;\0&#39;</span><span class="p">)</span> <span class="p">{</span>
+      <span class="n">word_count</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+      <span class="o">++</span><span class="n">count</span><span class="p">;</span>
+    <span class="p">}</span>
+  <span class="p">}</span>
+
+  <span class="k">return</span> <span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-2-2" class="sphinx-tabs-panel" hidden="true" id="panel-2-2-2" name="2-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">words</span> <span class="o">&lt;-</span> <span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+  <span class="nf">sum</span><span class="p">(</span><span class="n">words</span> <span class="o">==</span> <span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-2-3" class="sphinx-tabs-panel" hidden="true" id="panel-2-2-3" name="2-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="n">String</span><span class="p">,</span> <span class="n">word</span><span class="o">::</span><span class="n">String</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-2-4" class="sphinx-tabs-panel" hidden="true" id="panel-2-2-4" name="2-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-3-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-3-3-0" name="3-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-3-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-3-3-1" name="3-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-3-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-3-3-2" name="3-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-3-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-3-3-3" name="3-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-3-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-3-3-4" name="3-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-3-0" class="sphinx-tabs-panel" id="panel-3-3-0" name="3-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-3-1" class="sphinx-tabs-panel" hidden="true" id="panel-3-3-1" name="3-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;word_count.hpp&quot;</span><span class="cp"></span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span> <span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-3-2" class="sphinx-tabs-panel" hidden="true" id="panel-3-3-2" name="3-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span> <span class="p">{</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">),</span> <span class="m">1</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">),</span> <span class="m">2</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">),</span> <span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-3-3" class="sphinx-tabs-panel" hidden="true" id="panel-3-3-3" name="3-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span> <span class="s">&quot;Test count word occurrence in string&quot;</span> <span class="k">begin</span>
+    <span class="nd">@test</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="nd">@test</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="nd">@test</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span> <span class="s">&quot;AAA&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-3-4" class="sphinx-tabs-panel" hidden="true" id="panel-3-3-4" name="3-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-function-which-reads-a-file-and-returns-a-number challenge admonition">
+<p class="admonition-title">3. Function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-4-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-4-4-0" name="4-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-4-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-4-4-1" name="4-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-4-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-4-4-2" name="4-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-4-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-4-4-3" name="4-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-4-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-4-4-4" name="4-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-4-0" class="sphinx-tabs-panel" id="panel-4-4-0" name="4-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-4-1" class="sphinx-tabs-panel" hidden="true" id="panel-4-4-1" name="4-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;fstream&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;streambuf&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;string&gt;</span><span class="cp"></span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">fname</span><span class="p">,</span> <span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">word</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">std</span><span class="o">::</span><span class="n">ifstream</span> <span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+  <span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+		   <span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+  <span class="k">auto</span> <span class="n">word_count</span> <span class="o">=</span> <span class="mf">0l</span><span class="n">u</span><span class="p">;</span> <span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+  <span class="k">auto</span> <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+
+  <span class="k">for</span> <span class="p">(</span><span class="k">const</span> <span class="k">auto</span> <span class="nl">ch</span> <span class="p">:</span> <span class="n">text</span><span class="p">)</span> <span class="p">{</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">ch</span> <span class="o">==</span> <span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span> <span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span> <span class="o">==</span> <span class="sc">&#39;\0&#39;</span><span class="p">)</span> <span class="p">{</span>
+      <span class="n">word_count</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+      <span class="o">++</span><span class="n">count</span><span class="p">;</span>
+    <span class="p">}</span>
+  <span class="p">}</span>
+
+  <span class="k">return</span> <span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-4-2" class="sphinx-tabs-panel" hidden="true" id="panel-4-4-2" name="4-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">count</span> <span class="o">&lt;-</span> <span class="m">0</span>
+  <span class="nf">for </span><span class="p">(</span><span class="n">line</span> <span class="n">in</span> <span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span> <span class="p">{</span>
+    <span class="n">words</span> <span class="o">&lt;-</span> <span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span> <span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+    <span class="n">count</span> <span class="o">&lt;-</span> <span class="n">count</span> <span class="o">+</span> <span class="nf">sum</span><span class="p">(</span><span class="n">words</span> <span class="o">==</span> <span class="n">word</span><span class="p">)</span>
+  <span class="p">}</span>
+  <span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-4-3" class="sphinx-tabs-panel" hidden="true" id="panel-4-4-3" name="4-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="n">String</span><span class="p">,</span> <span class="n">word</span><span class="o">::</span><span class="n">String</span><span class="p">)</span>
+    <span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s">&quot;r&quot;</span><span class="p">)</span> <span class="k">do</span> <span class="n">file</span>
+        <span class="n">lines</span> <span class="o">=</span> <span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+    <span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-4-4" class="sphinx-tabs-panel" hidden="true" id="panel-4-4-4" name="4-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-5-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-5-5-0" name="5-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-5-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-5-5-1" name="5-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-5-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-5-5-2" name="5-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-5-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-5-5-3" name="5-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-5-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-5-5-4" name="5-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-5-0" class="sphinx-tabs-panel" id="panel-5-5-0" name="5-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-5-1" class="sphinx-tabs-panel" hidden="true" id="panel-5-5-1" name="5-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;fstream&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;word_count.hpp&quot;</span><span class="cp"></span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span> <span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">namespace</span> <span class="n">fs</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">filesystem</span><span class="p">;</span>
+  <span class="k">auto</span> <span class="n">tmp_dir</span><span class="p">{</span> <span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span> <span class="p">};</span>
+  <span class="k">auto</span> <span class="n">fpath</span><span class="p">{</span> <span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span> <span class="o">/</span> <span class="s">&quot;temp_file&quot;</span> <span class="p">};</span>
+
+  <span class="n">std</span><span class="o">::</span><span class="n">ofstream</span> <span class="n">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span> <span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span> <span class="o">|</span> <span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+  <span class="n">s</span> <span class="o">&lt;&lt;</span> <span class="s">&quot;one two one two three four&quot;</span> <span class="o">&lt;&lt;</span> <span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+  <span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;one&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;three&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;six&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">);</span>
+
+  <span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span> <span class="n">fpath</span> <span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-5-2" class="sphinx-tabs-panel" hidden="true" id="panel-5-5-2" name="5-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span> <span class="p">{</span>
+  <span class="n">fname</span> <span class="o">&lt;-</span> <span class="nf">tempfile</span><span class="p">()</span>
+  <span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span> <span class="n">fname</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;one&quot;</span><span class="p">),</span> <span class="m">2</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;three&quot;</span><span class="p">),</span> <span class="m">1</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;six&quot;</span><span class="p">),</span> <span class="m">0</span><span class="p">)</span>
+  <span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-5-3" class="sphinx-tabs-panel" hidden="true" id="panel-5-5-3" name="5-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span> <span class="s">&quot;Test count word occurrence in file&quot;</span> <span class="k">begin</span>
+    <span class="n">msg</span> <span class="o">=</span> <span class="s">&quot;one two one two three four&quot;</span>
+    <span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">testio</span><span class="p">)</span> <span class="o">=</span> <span class="n">mktemp</span><span class="p">()</span>
+    <span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span> <span class="n">msg</span><span class="p">)</span>
+    <span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;one&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="nd">@test</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;three&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="nd">@test</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s">&quot;six&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-5-4" class="sphinx-tabs-panel" hidden="true" id="panel-5-5-4" name="5-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-function-with-an-external-dependency challenge admonition">
+<p class="admonition-title">4. Function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-6-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-6-6-0" name="6-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-6-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-6-6-1" name="6-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-6-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-6-6-2" name="6-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-6-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-6-6-3" name="6-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-6-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-6-6-4" name="6-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-6-0" class="sphinx-tabs-panel" id="panel-6-6-0" name="6-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-6-1" class="sphinx-tabs-panel" hidden="true" id="panel-6-6-1" name="6-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&quot;constants.hpp&quot;</span><span class="cp"></span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span> <span class="k">class</span> <span class="nc">ReactorState</span> <span class="o">:</span> <span class="kt">int</span> <span class="p">{</span> <span class="n">FINE</span><span class="p">,</span> <span class="n">CRITICAL</span> <span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span> <span class="n">temperature_celsius</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">return</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+	     <span class="o">?</span> <span class="n">ReactorState</span><span class="o">::</span><span class="nl">CRITICAL</span>
+	     <span class="p">:</span> <span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-6-2" class="sphinx-tabs-panel" hidden="true" id="panel-6-6-2" name="6-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span> <span class="p">{</span>
+  <span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+    <span class="n">status</span> <span class="o">&lt;-</span> <span class="m">1</span>
+  <span class="n">else</span>
+    <span class="n">status</span> <span class="o">&lt;-</span> <span class="m">0</span>
+  <span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-6-3" class="sphinx-tabs-panel" hidden="true" id="panel-6-6-3" name="6-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span> <span class="n">reactor</span><span class="o">:</span> <span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-6-4" class="sphinx-tabs-panel" hidden="true" id="panel-6-6-4" name="6-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-7-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-7-7-0" name="7-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-7-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-7-7-1" name="7-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-7-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-7-7-2" name="7-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-7-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-7-7-3" name="7-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-7-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-7-7-4" name="7-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-7-0" class="sphinx-tabs-panel" id="panel-7-7-0" name="7-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-7-1" class="sphinx-tabs-panel" hidden="true" id="panel-7-7-1" name="7-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;reactor.hpp&quot;</span><span class="cp"></span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span> <span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span> <span class="o">==</span> <span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-7-2" class="sphinx-tabs-panel" hidden="true" id="panel-7-7-2" name="7-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span> <span class="n">temperature_celsius</span><span class="p">)</span> <span class="p">{</span>
+  <span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">)</span>
+    <span class="n">status</span> <span class="o">&lt;-</span> <span class="m">1</span>
+  <span class="n">else</span>
+    <span class="n">status</span> <span class="o">&lt;-</span> <span class="m">0</span>
+  <span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span> <span class="p">{</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span> <span class="m">99</span><span class="p">),</span> <span class="m">0</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span> <span class="m">100</span><span class="p">),</span> <span class="m">0</span><span class="p">)</span>  <span class="c1"># boundary cases easily go wrong</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span> <span class="m">101</span><span class="p">),</span> <span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-7-3" class="sphinx-tabs-panel" hidden="true" id="panel-7-7-3" name="7-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span> <span class="n">max_temperature</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span> <span class="n">reactor</span><span class="o">:</span> <span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span> <span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span> <span class="s">&quot;Test check_reactor_temperature function&quot;</span> <span class="k">begin</span>
+    <span class="nd">@test</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="nd">@test</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c"># boundary cases easily go wrong</span>
+    <span class="nd">@test</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-7-4" class="sphinx-tabs-panel" hidden="true" id="panel-7-7-4" name="7-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-testing-a-method-of-a-mutable-class challenge admonition">
+<p class="admonition-title">5. Testing a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-8-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-8-8-0" name="8-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-8-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-8-8-1" name="8-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-8-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-8-8-2" name="8-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-8-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-8-8-3" name="8-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-8-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-8-8-4" name="8-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-8-0" class="sphinx-tabs-panel" id="panel-8-8-0" name="8-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-8-1" class="sphinx-tabs-panel" hidden="true" id="panel-8-8-1" name="8-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;string&gt;</span><span class="cp"></span>
+
+<span class="k">class</span> <span class="nc">Pet</span> <span class="p">{</span>
+ <span class="k">private</span><span class="o">:</span>
+  <span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+  <span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">name_</span><span class="p">{};</span>
+
+ <span class="k">public</span><span class="o">:</span>
+  <span class="k">explicit</span> <span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">name</span><span class="p">)</span> <span class="o">:</span> <span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="p">{}</span>
+  <span class="kt">void</span> <span class="n">go_for_a_walk</span><span class="p">()</span> <span class="p">{</span> <span class="n">hunger_</span> <span class="o">+=</span> <span class="mi">1</span><span class="p">;</span> <span class="p">}</span>
+  <span class="c1">// ^-- how would you test this function?</span>
+  <span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">hunger</span><span class="p">()</span> <span class="k">const</span> <span class="p">{</span> <span class="k">return</span> <span class="n">hunger_</span><span class="p">;</span> <span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-8-2" class="sphinx-tabs-panel" hidden="true" id="panel-8-8-2" name="8-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="p">{</span>
+  <span class="nf">structure</span><span class="p">(</span>
+    <span class="nf">list</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span><span class="p">,</span> <span class="n">hunger</span> <span class="o">=</span> <span class="m">0</span><span class="p">),</span>
+    <span class="n">class</span> <span class="o">=</span> <span class="s">&quot;Pet&quot;</span>
+  <span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span> <span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span> <span class="o">&lt;-</span> <span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span> <span class="p">{</span>
+  <span class="n">pet</span><span class="o">$</span><span class="n">hunger</span> <span class="o">&lt;-</span> <span class="n">pet</span><span class="o">$</span><span class="n">hunger</span> <span class="o">+</span> <span class="m">1</span>
+  <span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-8-3" class="sphinx-tabs-panel" hidden="true" id="panel-8-8-3" name="8-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span> <span class="k">struct</span> <span class="n">Pet</span>
+    <span class="n">name</span><span class="o">::</span><span class="n">String</span>
+    <span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span> <span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="n">Pet</span><span class="p">)</span>
+    <span class="n">pet</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-8-4" class="sphinx-tabs-panel" hidden="true" id="panel-8-8-4" name="8-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-9-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-9-9-0" name="9-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-9-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-9-9-1" name="9-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-9-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-9-9-2" name="9-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-9-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-9-9-3" name="9-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-9-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-9-9-4" name="9-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-9-0" class="sphinx-tabs-panel" id="panel-9-9-0" name="9-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;asdf&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-9-1" class="sphinx-tabs-panel" hidden="true" id="panel-9-9-1" name="9-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;pet.hpp&quot;</span><span class="cp"></span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span> <span class="s">&quot;[pets]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">fido</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span> <span class="o">==</span> <span class="mi">0</span><span class="p">);</span>
+
+  <span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span> <span class="o">==</span> <span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-9-2" class="sphinx-tabs-panel" hidden="true" id="panel-9-9-2" name="9-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span> <span class="p">{</span>
+  <span class="n">p</span> <span class="o">&lt;-</span> <span class="nf">Pet</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span> <span class="s">&quot;asdf&quot;</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span> <span class="m">0</span><span class="p">)</span>
+  <span class="n">p</span> <span class="o">&lt;-</span> <span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span> <span class="m">1</span><span class="p">)</span>
+
+  <span class="n">p</span><span class="o">$</span><span class="n">hunger</span> <span class="o">&lt;-</span> <span class="m">-1</span>
+  <span class="n">p</span> <span class="o">&lt;-</span> <span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+  <span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span> <span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-9-3" class="sphinx-tabs-panel" hidden="true" id="panel-9-9-3" name="9-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span> <span class="s">&quot;Test mutable struct&quot;</span> <span class="k">begin</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s">&quot;asdf&quot;</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-9-4" class="sphinx-tabs-panel" hidden="true" id="panel-9-9-4" name="9-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</div>
+<div class="section" id="test-driven-development">
+<h2>Test-driven development<a class="headerlink" href="#test-driven-development" title="Permalink to this headline">¶</a></h2>
+<div class="admonition-test-driven-development challenge admonition">
+<p class="admonition-title">Test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-10-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-10-10-0" name="10-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-10-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-10-10-1" name="10-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-10-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-10-10-2" name="10-2" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-10-3" aria-selected="false" class="sphinx-tabs-tab" id="tab-10-10-3" name="10-3" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-10-4" aria-selected="false" class="sphinx-tabs-tab" id="tab-10-10-4" name="10-4" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-10-0" class="sphinx-tabs-panel" id="panel-10-10-0" name="10-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-10-1" class="sphinx-tabs-panel" hidden="true" id="panel-10-10-1" name="10-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span> <span class="cpf">&lt;string&gt;</span><span class="cp"></span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">n</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">if</span> <span class="p">(</span><span class="n">n</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="p">{</span>
+    <span class="k">return</span> <span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+  <span class="p">}</span> <span class="k">else</span> <span class="k">if</span> <span class="p">(</span><span class="n">n</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="p">{</span>
+    <span class="k">return</span> <span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+  <span class="p">}</span> <span class="k">else</span> <span class="k">if</span> <span class="p">(</span><span class="n">n</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="p">{</span>
+    <span class="k">return</span> <span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+  <span class="p">}</span> <span class="k">else</span> <span class="p">{</span>
+    <span class="k">return</span> <span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+  <span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span> <span class="cpf">&lt;cstdlib&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;iostream&gt;</span><span class="cp"></span>
+
+<span class="kt">int</span> <span class="n">main</span><span class="p">()</span> <span class="p">{</span>
+  <span class="k">for</span> <span class="p">(</span><span class="k">auto</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span> <span class="p">{</span>
+    <span class="n">std</span><span class="o">::</span><span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">&lt;&lt;</span> <span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+  <span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span> <span class="cpf">&lt;string&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;fizzbuzz.hpp&quot;</span><span class="cp"></span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">expected</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+	<span class="s">&quot;1&quot;</span><span class="p">,</span>        <span class="s">&quot;2&quot;</span><span class="p">,</span>    <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s">&quot;4&quot;</span><span class="p">,</span>    <span class="s">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s">&quot;7&quot;</span><span class="p">,</span>
+	<span class="s">&quot;8&quot;</span><span class="p">,</span>        <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s">&quot;11&quot;</span><span class="p">,</span>   <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s">&quot;13&quot;</span><span class="p">,</span>   <span class="s">&quot;14&quot;</span><span class="p">,</span>
+	<span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="s">&quot;16&quot;</span><span class="p">,</span>   <span class="s">&quot;17&quot;</span><span class="p">,</span>   <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s">&quot;19&quot;</span><span class="p">,</span>   <span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+  <span class="k">for</span> <span class="p">(</span><span class="k">auto</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">1</span><span class="p">;</span> <span class="n">i</span> <span class="o">&lt;=</span> <span class="mi">21</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span> <span class="p">{</span>
+    <span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">==</span> <span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+  <span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-10-2" class="sphinx-tabs-panel" hidden="true" id="panel-10-10-2" name="10-2" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">WRITEME</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-10-3" class="sphinx-tabs-panel" hidden="true" id="panel-10-10-3" name="10-3" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span> <span class="n">Test</span>
+
+<span class="k">function</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span>
+        <span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+    <span class="k">elseif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="s">&quot;FizzBuzz&quot;</span>
+    <span class="k">elseif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="s">&quot;Fizz&quot;</span>
+    <span class="k">elseif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span>
+        <span class="k">return</span> <span class="s">&quot;Buzz&quot;</span>
+    <span class="k">else</span>
+        <span class="k">return</span> <span class="n">number</span>
+    <span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span> <span class="k">begin</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+    <span class="nd">@test</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="nd">@test_throws</span> <span class="kt">MethodError</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="nd">@test_throws</span> <span class="kt">DomainError</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="nd">@test_throws</span> <span class="kt">DomainError</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+    <span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-10-4" class="sphinx-tabs-panel" hidden="true" id="panel-10-10-4" name="10-4" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span>! The pFUnit test case
+@test
+subroutine test_fizzbuzz()
+   use fizzbuzz_mod
+   use funit
+   @assertEqual(&#39;Fizz&#39;, fizzbuzz(12), &#39;fizzbuzz(12)&#39;)
+   @assertEqual(&#39;Buzz&#39;, fizzbuzz(25), &#39;fizzbuzz(25)&#39;)
+   @assertEqual(&#39;FizzBuzz&#39;, fizzbuzz(60), &#39;fizzbuzz(60)&#39;)
+end subroutine test_fizzbuzz
+
+! The fizzbuzz function
+module fizzbuzz_mod
+contains
+   ! Evaluates the fizzbuzz of n
+   character(8) function fizzbuzz(n)
+      implicit none
+      integer, intent(in) :: n
+      character(8) str1
+      if( mod(n,15)==0 ) then
+         str1=&#39;FizzBuzz&#39;
+      else if( mod(n,3)==0 ) then
+         str1=&#39;Fizz&#39;
+      else if( mod(n,5)==0 ) then
+         str1=&#39;Buzz&#39;
+      else if( n&lt;0 ) then
+         str1=&#39;Err n&lt;0&#39;
+      else
+         str1=char(n)
+      end if
+      fizzbuzz=str1
+   end function fizzbuzz
+end module fizzbuzz_mod
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</div>
+<div class="section" id="testing-randomness">
+<h2>Testing randomness<a class="headerlink" href="#testing-randomness" title="Permalink to this headline">¶</a></h2>
+<p>How would you test functions which generate random numbers
+according to some distribution/statistics?</p>
+<p>Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:</p>
+<ul class="simple">
+<li><p>For unit tests we can use fixed random seeds.</p></li>
+<li><p>Try to test whether your results follow the expected
+distribution/statistics.</p></li>
+<li><p>When you verify your code “by eye”, what are you looking at? Now try
+to express that in a script.</p></li>
+</ul>
+<div class="admonition-different-ways-of-testing-randomness challenge admonition">
+<p class="admonition-title">Different ways of testing randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-11-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-11-11-0" name="11-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-11-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-11-11-1" name="11-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-11-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-11-11-2" name="11-2" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-11-11-0" class="sphinx-tabs-panel" id="panel-11-11-0" name="11-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-11-1" class="sphinx-tabs-panel" hidden="true" id="panel-11-11-1" name="11-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;cstdlib&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;iostream&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;random&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;tuple&gt;</span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf">&lt;vector&gt;</span><span class="cp"></span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span> <span class="o">&lt;</span><span class="k">typename</span> <span class="nc">PRNGEngine</span> <span class="o">=</span> <span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span> <span class="n">roll_dice</span><span class="p">(</span>
+    <span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">n_dice</span> <span class="o">=</span> <span class="mi">5</span><span class="p">,</span>
+    <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span> <span class="n">faces</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">},</span>
+    <span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span> <span class="n">gen</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span> <span class="p">{</span>
+  <span class="c1">// create a fair die</span>
+  <span class="k">auto</span> <span class="n">weights</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span> <span class="mf">1.0</span><span class="p">);</span>
+  <span class="k">auto</span> <span class="n">fair_dice</span> <span class="o">=</span>
+      <span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span> <span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+  <span class="k">auto</span> <span class="n">rolls</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="mi">0</span><span class="p">);</span>
+  <span class="k">for</span> <span class="p">(</span><span class="k">auto</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0u</span><span class="p">;</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">n_dice</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span> <span class="p">{</span>
+    <span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+  <span class="p">}</span>
+
+  <span class="k">return</span> <span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span> <span class="n">count</span><span class="p">(</span><span class="k">const</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;&amp;</span> <span class="n">toss</span><span class="p">,</span>
+				<span class="k">const</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;&amp;</span> <span class="n">faces</span> <span class="o">=</span> <span class="p">{</span>
+				    <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">})</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">face_counts</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span> <span class="mi">0</span><span class="p">);</span>
+  <span class="k">for</span> <span class="p">(</span><span class="k">auto</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span> <span class="p">{</span>
+    <span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span> <span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span> <span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+  <span class="p">}</span>
+  <span class="k">return</span> <span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="p">,</span> <span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span> <span class="n">yahtzee</span><span class="p">()</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">n_dice</span> <span class="o">=</span> <span class="mi">5</span><span class="p">;</span>
+  <span class="k">auto</span> <span class="n">faces</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">};</span>
+  <span class="k">auto</span> <span class="n">toss</span> <span class="o">=</span> <span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">n_dice</span><span class="p">)</span> <span class="p">{</span> <span class="k">return</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">faces</span><span class="p">);</span> <span class="p">};</span>
+  <span class="c1">// throw all dice</span>
+  <span class="k">auto</span> <span class="n">first_toss</span> <span class="o">=</span> <span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+  <span class="k">auto</span> <span class="n">face_counts</span> <span class="o">=</span> <span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+  <span class="k">auto</span> <span class="n">it_max</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span> <span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+  <span class="c1">// number of faces that showed the most</span>
+  <span class="k">auto</span> <span class="n">n_collected</span> <span class="o">=</span> <span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+  <span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+  <span class="c1">// the most</span>
+  <span class="k">auto</span> <span class="n">idx_max</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span> <span class="n">it_max</span><span class="p">);</span>
+
+  <span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+  <span class="k">if</span> <span class="p">(</span><span class="n">n_collected</span> <span class="o">==</span> <span class="mi">5</span><span class="p">)</span> <span class="k">return</span> <span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span> <span class="n">n_collected</span><span class="p">);</span>
+
+  <span class="c1">// no yahtzee :(</span>
+  <span class="c1">// we throw (n_dice - n_collected) dice</span>
+  <span class="k">auto</span> <span class="n">second_toss</span> <span class="o">=</span> <span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span> <span class="o">-</span> <span class="n">n_collected</span><span class="p">);</span>
+  <span class="n">n_collected</span> <span class="o">+=</span> <span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span> <span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+  <span class="c1">// YAHTZEE!</span>
+  <span class="k">if</span> <span class="p">(</span><span class="n">n_collected</span> <span class="o">==</span> <span class="mi">5</span><span class="p">)</span> <span class="k">return</span> <span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span> <span class="n">n_collected</span><span class="p">);</span>
+
+  <span class="c1">// final chance</span>
+  <span class="k">auto</span> <span class="n">third_toss</span> <span class="o">=</span> <span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span> <span class="o">-</span> <span class="n">n_collected</span><span class="p">);</span>
+  <span class="n">n_collected</span> <span class="o">+=</span> <span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span> <span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+  <span class="k">return</span> <span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span> <span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span> <span class="n">main</span><span class="p">()</span> <span class="p">{</span>
+  <span class="k">for</span> <span class="p">(</span><span class="k">auto</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span> <span class="p">{</span>
+    <span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">times</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+    <span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">times</span><span class="p">)</span> <span class="o">=</span> <span class="n">yahtzee</span><span class="p">();</span>
+    <span class="n">std</span><span class="o">::</span><span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="s">&quot;We got &quot;</span> <span class="o">&lt;&lt;</span> <span class="n">value</span> <span class="o">&lt;&lt;</span> <span class="s">&quot; &quot;</span> <span class="o">&lt;&lt;</span> <span class="n">times</span> <span class="o">&lt;&lt;</span> <span class="s">&quot; times in round &quot;</span> <span class="o">&lt;&lt;</span> <span class="n">i</span>
+	      <span class="o">&lt;&lt;</span> <span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">times</span> <span class="o">==</span> <span class="mi">5</span><span class="p">)</span> <span class="p">{</span>
+      <span class="n">std</span><span class="o">::</span><span class="n">cout</span> <span class="o">&lt;&lt;</span> <span class="s">&quot;YAHTZEE in round &quot;</span> <span class="o">&lt;&lt;</span> <span class="n">i</span> <span class="o">&lt;&lt;</span> <span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+    <span class="p">}</span>
+  <span class="p">}</span>
+
+  <span class="k">return</span> <span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-11-2" class="sphinx-tabs-panel" hidden="true" id="panel-11-11-2" name="11-2" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span> <span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span> <span class="n">yahtzee</span><span class="p">()</span>
+    <span class="n">sides</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+    <span class="n">n_dice</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="c"># we first throw all dice</span>
+    <span class="n">first_throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">sides</span><span class="p">)</span>
+    <span class="c"># count how many times each side comes up</span>
+    <span class="n">side_counts</span> <span class="o">=</span> <span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="n">sides</span><span class="p">]</span>
+    <span class="c"># collected_side is the dice side we will start collecting</span>
+    <span class="n">n_collected</span><span class="p">,</span> <span class="n">collected_side</span> <span class="o">=</span> <span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">n_collected</span> <span class="o">==</span> <span class="mi">5</span>
+        <span class="k">return</span> <span class="n">collected_side</span><span class="p">,</span> <span class="n">n_collected</span>
+    <span class="k">end</span>
+
+    <span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+    <span class="n">second_throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span> <span class="n">sides</span><span class="p">)</span>
+    <span class="n">n_new_matches</span> <span class="o">=</span> <span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+    <span class="n">n_collected</span> <span class="o">+=</span> <span class="n">n_new_matches</span>
+    <span class="k">if</span> <span class="n">n_collected</span> <span class="o">==</span> <span class="mi">5</span>
+        <span class="k">return</span> <span class="n">collected_side</span><span class="p">,</span> <span class="n">n_collected</span>
+    <span class="k">end</span>
+
+    <span class="c"># final throw...</span>
+    <span class="n">third_throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span> <span class="n">sides</span><span class="p">)</span>
+    <span class="n">n_new_matches</span> <span class="o">=</span> <span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+    <span class="n">n_collected</span> <span class="o">+=</span> <span class="n">n_new_matches</span>
+
+    <span class="k">return</span> <span class="n">collected_side</span><span class="p">,</span> <span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+    <span class="n">collected_side</span><span class="p">,</span> <span class="n">n_collected</span> <span class="o">=</span> <span class="n">yahtzee</span><span class="p">()</span>
+    <span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">n_collected</span> <span class="o">==</span> <span class="mi">5</span>
+        <span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+    <span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution dropdown admonition">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-12-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-12-12-0" name="12-0" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-12-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-12-12-1" name="12-1" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-12-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-12-12-2" name="12-2" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-12-0" class="sphinx-tabs-panel" id="panel-12-12-0" name="12-0" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">10000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">==</span> <span class="mi">460</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-12-1" class="sphinx-tabs-panel" hidden="true" id="panel-12-12-1" name="12-1" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf">&lt;random&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&lt;catch2/catch.hpp&gt;</span><span class="cp"></span>
+
+<span class="cp">#include</span> <span class="cpf">&quot;yahtzee.hpp&quot;</span><span class="cp"></span>
+
+<span class="k">using</span> <span class="k">namespace</span> <span class="n">Catch</span><span class="o">::</span><span class="n">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span> <span class="s">&quot;[toss]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="k">auto</span> <span class="n">n_dice</span> <span class="o">=</span> <span class="mi">5</span><span class="p">;</span>
+  <span class="k">auto</span> <span class="n">faces</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">};</span>
+
+  <span class="c1">// we fix both the random device and the random engine.</span>
+  <span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+  <span class="n">std</span><span class="o">::</span><span class="n">mt19937</span> <span class="n">prng</span><span class="p">;</span>
+  <span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+  <span class="k">auto</span> <span class="n">expected_1</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">};</span>
+  <span class="k">auto</span> <span class="n">toss_1</span>  <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">faces</span><span class="p">,</span> <span class="n">prng</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span> <span class="o">==</span> <span class="n">expected_1</span><span class="p">);</span>
+
+  <span class="k">auto</span> <span class="n">expected_2</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">};</span>
+  <span class="k">auto</span> <span class="n">toss_2</span>  <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">faces</span><span class="p">,</span> <span class="n">prng</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span> <span class="o">==</span> <span class="n">expected_2</span><span class="p">);</span>
+
+  <span class="k">auto</span> <span class="n">expected_3</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span> <span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">1</span><span class="p">};</span>
+  <span class="k">auto</span> <span class="n">toss_3</span>  <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">faces</span><span class="p">,</span> <span class="n">prng</span><span class="p">);</span>
+  <span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span> <span class="o">==</span> <span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span> <span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span> <span class="p">{</span>
+  <span class="c1">// try a million throws and see if we get close</span>
+  <span class="c1">// to the statistical average of 4.6%</span>
+  <span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+  <span class="k">auto</span> <span class="n">n_yahtzees</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+  <span class="k">auto</span> <span class="n">n_trials</span> <span class="o">=</span> <span class="mf">1e6</span><span class="p">;</span>
+
+  <span class="k">for</span> <span class="p">(</span><span class="k">auto</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">n_trials</span><span class="p">;</span> <span class="o">++</span><span class="n">i</span><span class="p">)</span> <span class="p">{</span>
+    <span class="kt">unsigned</span> <span class="kt">int</span> <span class="n">value</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">times</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
+    <span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">times</span><span class="p">)</span> <span class="o">=</span> <span class="n">yahtzee</span><span class="p">();</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">times</span> <span class="o">==</span> <span class="mi">5</span><span class="p">)</span> <span class="p">{</span>
+      <span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+    <span class="p">}</span>
+  <span class="p">}</span>
+
+  <span class="n">REQUIRE</span><span class="p">(</span> <span class="n">n_yahtzees</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-12-2" class="sphinx-tabs-panel" hidden="true" id="panel-12-12-2" name="12-2" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span> <span class="n">Test</span>
+
+<span class="nd">@testset</span> <span class="s">&quot;test roll_dice&quot;</span> <span class="k">begin</span>
+    <span class="c"># fix random seed</span>
+    <span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+    <span class="c"># known sequence for given seed</span>
+    <span class="n">exp_first_throw</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+    <span class="n">exp_second_throw</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
+    <span class="n">exp_third_throw</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span>
+
+    <span class="n">n_dice</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+    <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">sides</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">throw</span> <span class="o">==</span> <span class="n">exp_first_throw</span>
+    <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">sides</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">throw</span> <span class="o">==</span> <span class="n">exp_second_throw</span>
+    <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span> <span class="n">sides</span><span class="p">)</span>
+    <span class="nd">@test</span> <span class="n">throw</span> <span class="o">==</span> <span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span> <span class="s">&quot;testing yahtzee&quot;</span> <span class="k">begin</span>
+    <span class="c"># try a million throws and see if we get close</span>
+    <span class="c"># to the statistical average of 4.6%</span>
+    <span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+    <span class="n">n_yahtzees</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+        <span class="n">collected_side</span><span class="p">,</span> <span class="n">n_collected</span> <span class="o">=</span> <span class="n">yahtzee</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">n_collected</span> <span class="o">==</span> <span class="mi">5</span>
+            <span class="n">n_yahtzees</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">end</span>
+    <span class="k">end</span>
+    <span class="nd">@test</span> <span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span> <span class="n">≈</span> <span class="mf">0.046</span> <span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</div>
+<div class="section" id="designing-an-end-to-end-test">
+<h2>Designing an end-to-end test<a class="headerlink" href="#designing-an-end-to-end-test" title="Permalink to this headline">¶</a></h2>
+<p>In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.</p>
+<div class="admonition-integration-test-for-the-uniq-program challenge admonition">
+<p class="admonition-title">Integration test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p>How would you write an end-to-end test?</p></li>
+<li><p>Now imagine the code reads numbers and produces some (floating point) numbers.
+How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<div class="admonition-keypoints keypoints admonition">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Pure functions (these are functions without side-effects) are easiest to test.</p></li>
+<li><p>Classes can be tested but it’s somewhat more elaborate.</p></li>
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+           <div itemprop="articleBody">
+             
+  <section id="example-installation-of-pfunit-and-pfunit-demos">
+<h1>Example installation of pFUnit and pFUnit_demos<a class="headerlink" href="#example-installation-of-pfunit-and-pfunit-demos" title="Link to this heading"></a></h1>
+<section id="set-up-the-environment">
+<h2>Set up the environment<a class="headerlink" href="#set-up-the-environment" title="Link to this heading"></a></h2>
+<p>Installing pFUnit requires Git, a Fortran compiler and CMake.</p>
+<section id="on-a-cluster">
+<h3>On a cluster<a class="headerlink" href="#on-a-cluster" title="Link to this heading"></a></h3>
+<p>On an HPC cluster you might need to add a few environment modules. For
+example, on <a class="reference external" href="https://www.nsc.liu.se/systems/tetralith/">Tetralith</a> you
+would do:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>module<span class="w"> </span>add<span class="w"> </span>git/2.19.3-nsc1-gcc-system
+module<span class="w"> </span>add<span class="w"> </span>CMake/3.16.4-nsc1
+<span class="nb">export</span><span class="w"> </span><span class="nv">FC</span><span class="o">=</span>/software/sse/manual/mpprun/4.1.3/nsc-wrappers/ifort
+</pre></div>
+</div>
+</section>
+<section id="on-own-computer">
+<h3>On own computer<a class="headerlink" href="#on-own-computer" title="Link to this heading"></a></h3>
+<p>If you don’t have <a class="reference external" href="https://cmake.org/">CMake</a> or a Fortran compiler
+installed yet, one option is to install them into a conda environment
+by first saving the following into a file <code class="docutils literal notranslate"><span class="pre">environment.yml</span></code>:</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">compilers</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="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">cmake</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">compilers</span>
+</pre></div>
+</div>
+<p>followed by installing the packages into a new environment:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>env<span class="w"> </span>create<span class="w"> </span>-f<span class="w"> </span>environment.yml
+</pre></div>
+</div>
+<p>and finally activating the environment:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>activate<span class="w"> </span>compilers
+</pre></div>
+</div>
+<p>For good measure, set the <code class="docutils literal notranslate"><span class="pre">FC</span></code> variable to point to your
+Fortran compiler (adjust path as needed):</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">FC</span><span class="o">=</span><span class="nv">$HOME</span>/miniconda3/envs/compilers/bin/gfortran
+</pre></div>
+</div>
+</section>
+</section>
+<section id="clone-the-pfunit-repository">
+<h2>Clone the pFUnit repository<a class="headerlink" href="#clone-the-pfunit-repository" title="Link to this heading"></a></h2>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>--recursive<span class="w"> </span>git@github.com:Goddard-Fortran-Ecosystem/pFUnit.git
+<span class="nb">cd</span><span class="w"> </span>pFUnit
+</pre></div>
+</div>
+</section>
+<section id="configure-with-cmake">
+<h2>Configure with Cmake<a class="headerlink" href="#configure-with-cmake" title="Link to this heading"></a></h2>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>mkdir<span class="w"> </span>build
+<span class="nb">cd</span><span class="w"> </span>build
+cmake<span class="w"> </span>..
+</pre></div>
+</div>
+</section>
+<section id="build-and-install">
+<h2>Build and install<a class="headerlink" href="#build-and-install" title="Link to this heading"></a></h2>
+<p>The following will install pFUnit into a directory <code class="docutils literal notranslate"><span class="pre">installed</span></code> under
+the <code class="docutils literal notranslate"><span class="pre">build</span></code> directory.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>make<span class="w"> </span>tests
+make<span class="w"> </span>install
+</pre></div>
+</div>
+</section>
+<section id="compiling-with-pfunit">
+<h2>Compiling with pFUnit<a class="headerlink" href="#compiling-with-pfunit" title="Link to this heading"></a></h2>
+<p>When compiling with pFUnit, set:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">PFUNIT_DIR</span><span class="o">=</span><span class="nv">$HOME</span>/path/to/pFUnit/build/installed
+</pre></div>
+</div>
+<p>and run CMake with <code class="docutils literal notranslate"><span class="pre">-DCMAKE_PREFIX_PATH=$PFUNIT_DIR</span></code>.</p>
+</section>
+<section id="clone-the-pfunit-demos-repository">
+<h2>Clone the pFUnit_demos repository<a class="headerlink" href="#clone-the-pfunit-demos-repository" title="Link to this heading"></a></h2>
+<p>This is for testing and learning purposes.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>git@github.com:Goddard-Fortran-Ecosystem/pFUnit_demos.git
+</pre></div>
+</div>
+<section id="try-out-the-trivial-basic-and-mpi-examples">
+<h3>Try out the Trivial, Basic, and MPI examples<a class="headerlink" href="#try-out-the-trivial-basic-and-mpi-examples" title="Link to this heading"></a></h3>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">cd</span><span class="w"> </span>pFUnit_demos
+<span class="nb">export</span><span class="w"> </span><span class="nv">PFUNIT_DIR</span><span class="o">=</span>~pFUnit/build/installed/PFUNIT-4.2
+<span class="nb">cd</span><span class="w"> </span>Trivial
+./build_with_cmake_and_run.x
+<span class="nb">cd</span><span class="w"> </span>../Basic
+./build_with_cmake_and_run.x
+<span class="nb">cd</span><span class="w"> </span>../MPI
+./build_with_cmake_and_run.x
+´´´
+</pre></div>
+</div>
+</section>
+</section>
+</section>
+
+
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Conclusions and recommendations</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#the-basics">The basics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#going-more-in-depth">Going more in-depth</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#ways-to-get-started">Ways to get started</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="conclusions-and-recommendations">
+<h1>Conclusions and recommendations<a class="headerlink" href="#conclusions-and-recommendations" title="Link to this heading"></a></h1>
+<section id="the-basics">
+<h2>The basics<a class="headerlink" href="#the-basics" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Learn one test framework well enough for basics</p>
+<ul>
+<li><p>Explore and use the good tools that exist out there</p></li>
+<li><p>An incomplete list of testing frameworks can be found in the <a class="reference internal" href="../quick-reference/"><span class="doc std std-doc">Quick Reference</span></a></p></li>
+</ul>
+</li>
+<li><p>Start with some basics</p>
+<ul>
+<li><p>Some simple thing that test all parts</p></li>
+</ul>
+</li>
+<li><p>Automate tests</p>
+<ul>
+<li><p>Faster feedback and reduce the number of surprises</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="going-more-in-depth">
+<h2>Going more in-depth<a class="headerlink" href="#going-more-in-depth" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Strike a healthy balance between unit tests and integration tests</p></li>
+<li><p>As the code gets larger and the chance of undetected bugs
+increases, tests should increase</p></li>
+<li><p>When adding new functionality, also add tests</p></li>
+<li><p>When you discover and fix a bug, also commit a test against this bug</p></li>
+<li><p>Use code coverage analysis to identify untested or unused code</p></li>
+<li><p>If you make your code easier to test, it becomes more modular</p></li>
+</ul>
+</section>
+<section id="ways-to-get-started">
+<h2>Ways to get started<a class="headerlink" href="#ways-to-get-started" title="Link to this heading"></a></h2>
+<p>You probably won’t do everything perfectly when you start off… But
+what are some of the easy starting points?</p>
+<ul class="simple">
+<li><p>Do you have some single functions that are easy to test, but hard to
+verify just by looking at them?  Add unit tests.</p></li>
+<li><p>Do you have data analysis or simulation of some sort?  Make an
+end-to-end test with sample data, or sample parameters.  This is
+useful as an example anyway.</p></li>
+<li><p>A local testing framework + GitHub actions is very easy!  And works
+well in the background - you do whatever you want and get an email
+if you break things.  It’s actually pretty freeing.</p></li>
+</ul>
+</section>
+</section>
+
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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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Automated testing</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#continuous-integration">Continuous integration</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo">Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#create-a-new-repository">Create a new repository</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#fork-and-clone-an-existing-example-repository">Fork and clone an existing example repository</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#step-2-run-tests-locally">Step 2: Run tests locally</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-3-enable-automated-testing">Step 3: Enable automated testing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-4-verify-that-tests-have-been-automatically-run">Step 4: Verify that tests have been automatically run</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-5-add-a-test-which-reveals-a-problem">Step 5: Add a test which reveals a problem</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-6-open-an-issue-on-github-gitlab">Step 6: Open an issue on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-7-fix-the-broken-test">Step 7: Fix the broken test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-8-open-a-pull-request-github-merge-request-gitlab">Step 8: Open a pull request (GitHub)/ merge request (GitLab)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-9-accept-the-pull-merge-request">Step 9: Accept the pull/merge request</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-10-increase-your-code-coverage">Step 10: Increase your code coverage</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function">Step 11 (optional): Repeat steps 5-9 for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function:</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#discussion">Discussion</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-go-from-here">Where to go from here</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+
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+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="automated-testing">
+<h1>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="continuous-integration">
+<h2>Continuous integration<a class="headerlink" href="#continuous-integration" title="Link to this heading"></a></h2>
+<p>We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.</p>
+<p>This exercise can be run in “collaborative mode” by following instead the instructions
+in <a class="reference internal" href="../full-cycle-ci/"><span class="doc std std-doc">Full-cycle collaborative workflow</span></a>. In the collaborative version steps
+C-D below are performed by a collaborator.</p>
+<div class="admonition-exercise-ci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab</p>
+<p>In this exercise, we will:</p>
+<ul class="simple">
+<li><p><strong>A.</strong> Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)</p></li>
+<li><p><strong>B.</strong> Set up tests with GitHub Actions/ GitLab CI</p></li>
+<li><p><strong>C.</strong> Find a bug in our repository and open an issue to report it</p></li>
+<li><p><strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)</p></li>
+<li><p><strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p></li>
+<li><p><strong>F.</strong> Create a test to increase the code coverage of our tests.</p></li>
+</ul>
+</div>
+<section id="prerequisites">
+<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h3>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.
+If you are new to pull requests / merge requests, you can learn all about them
+in the <a class="reference external" href="https://coderefinery.github.io/git-collaborative/">Collaborative Git lesson</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo">
+<h3>Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo" title="Link to this heading"></a></h3>
+<section id="create-a-new-repository">
+<h4>Create a new repository<a class="headerlink" href="#create-a-new-repository" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Begin by creating a repository called (for example) <em>example-ci</em>.</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Clone the repository (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/example-ci.git</span></code>).</p></li>
+<li><p>Add the following files and code</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>Add a file <code class="docutils literal notranslate"><span class="pre">functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 7</span>
+
+<span class="k">def</span> <span class="nf">multiply</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">*</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">convert_fahrenheit_to_celsius</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">multiply</span><span class="p">(</span><span class="n">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span> <span class="mi">32</span><span class="p">),</span> <span class="mi">9</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span> <span class="c1"># &lt;-- Fix this in step 7</span>
+</pre></div>
+</div>
+<p>and a file <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">add</span><span class="p">,</span> <span class="n">subtract</span><span class="p">,</span> <span class="n">multiply</span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">convert_fahrenheit_to_celsius</span> <span class="k">as</span> <span class="n">f2c</span>
+<span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1"># def test_convert_fahrenheit_to_celsius():</span>
+<span class="c1">#    assert f2c(32) == 0</span>
+<span class="c1">#    assert f2c(122) == pytest.approx(50)</span>
+<span class="c1">#    with pytest.raises(AssertionError):</span>
+<span class="c1">#        f2c(-600)</span>
+
+</pre></div>
+</div>
+<p>Finally, stage the files (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><ul>
+<li><p>Make a folder <code class="docutils literal notranslate"><span class="pre">rtestingexample</span></code></p></li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">DESCRIPTION</span></code> with the following contents:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Package</span><span class="p">:</span> <span class="n">rtestingexample</span>
+<span class="n">Title</span><span class="p">:</span> <span class="n">Testing</span> <span class="n">package</span> <span class="k">for</span> <span class="n">R</span> <span class="ow">and</span> <span class="n">github</span> <span class="n">actions</span>
+<span class="n">Version</span><span class="p">:</span> <span class="mf">0.0.0.9000</span>
+<span class="n">Authors</span><span class="nd">@R</span><span class="p">:</span>
+    <span class="n">person</span><span class="p">(</span><span class="s2">&quot;Your&quot;</span><span class="p">,</span> <span class="s2">&quot;Name&quot;</span><span class="p">,</span> <span class="p">,</span> <span class="s2">&quot;none@example.com&quot;</span><span class="p">,</span> <span class="n">role</span> <span class="o">=</span> <span class="n">c</span><span class="p">(</span><span class="s2">&quot;aut&quot;</span><span class="p">,</span> <span class="s2">&quot;cre&quot;</span><span class="p">),</span>
+          <span class="p">)</span>
+<span class="n">Author</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span>
+<span class="n">Maintainer</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span> <span class="o">&lt;</span><span class="n">none</span><span class="nd">@example</span><span class="o">.</span><span class="n">com</span><span class="o">&gt;</span>
+<span class="n">Description</span><span class="p">:</span> <span class="n">Just</span> <span class="n">a</span> <span class="n">few</span> <span class="n">functions</span> <span class="n">that</span> <span class="n">are</span> <span class="n">being</span> <span class="n">tested</span><span class="o">.</span>
+<span class="n">License</span><span class="p">:</span> <span class="n">MIT</span>
+<span class="n">Encoding</span><span class="p">:</span> <span class="n">UTF</span><span class="o">-</span><span class="mi">8</span>
+<span class="n">Depends</span><span class="p">:</span> <span class="n">testthat</span>
+<span class="n">Roxygen</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="n">markdown</span> <span class="o">=</span> <span class="n">TRUE</span><span class="p">)</span>
+<span class="n">RoxygenNote</span><span class="p">:</span> <span class="mf">7.2.3</span>
+</pre></div>
+</div>
+</li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">NAMESPACE</span></code> with the following content:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Default NAMESPACE created by R</span>
+<span class="c1"># Remove the previous line if you edit this file</span>
+
+<span class="c1"># Export all names</span>
+<span class="n">exportPattern</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)</span>
+
+<span class="c1"># Import all packages listed as Imports or Depends</span>
+<span class="n">import</span><span class="p">(</span>
+<span class="n">testthat</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">R</span></code> (this will contain all functions of the package)</p></li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">R</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">functions.R</span></code>with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">add</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">subtract</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">multiply</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">convert_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">){</span>
+<span class="w">    </span><span class="n">C_temp</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">multiply</span><span class="p">(</span><span class="nf">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span><span class="m">32</span><span class="p">),</span><span class="m">5</span><span class="o">/</span><span class="m">9</span><span class="p">);</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">C_temp</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">tests</span></code></p></li>
+<li><p>in <code class="docutils literal notranslate"><span class="pre">tests</span></code> create a folder <code class="docutils literal notranslate"><span class="pre">testthat</span></code> and a file <code class="docutils literal notranslate"><span class="pre">testthat.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># This file is part of the standard setup for testthat.</span>
+<span class="c1"># It is recommended that you do not modify it.</span>
+<span class="c1">#</span>
+<span class="c1"># Where should you do additional test configuration?</span>
+<span class="c1"># Learn more about the roles of various files in:</span>
+<span class="c1"># * https://r-pkgs.org/tests.html</span>
+<span class="c1"># * https://testthat.r-lib.org/reference/test_package.html#special-files</span>
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="n">rtestingexample</span><span class="p">)</span>
+
+<span class="nf">test_check</span><span class="p">(</span><span class="s">&quot;rtestingexample&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">testthat</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">test-functions.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="n">desc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Add&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">add</span><span class="p">(</span><span class="m">2</span><span class="p">,</span><span class="m">3</span><span class="p">);</span><span class="w">   </span><span class="c1"># Runs the function</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is the correct value</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">c</span><span class="p">,</span><span class="m">5</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is numeric</span>
+<span class="w">  </span><span class="nf">expect_true</span><span class="p">(</span><span class="nf">is.numeric</span><span class="p">(</span><span class="n">c</span><span class="p">));</span>
+<span class="p">})</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1">#test_that(desc = &quot;Fahrenheit to Celsius&quot;, code = {</span>
+<span class="c1">#</span>
+<span class="c1">#  temp_C &lt;- convert_fahrenheit_to_celsius(50);</span>
+<span class="c1">#  expect_equal(temp_C,10);</span>
+<span class="c1">#  expect_true(is.numeric(temp_C));</span>
+<span class="c1">#})</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#test_that(desc = &quot;Subtract&quot;, code = {</span>
+<span class="c1">#  c &lt;- subtract(3,2);</span>
+<span class="c1">#  expect_equal(c,1);</span>
+<span class="c1">#  expect_true(is.numeric(c));</span>
+<span class="c1">#})</span>
+</pre></div>
+</div>
+</li>
+</ul>
+</div></div>
+</section>
+<section id="fork-and-clone-an-existing-example-repository">
+<h4>Fork and clone an existing example repository<a class="headerlink" href="#fork-and-clone-an-existing-example-repository" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Fork the example repo. There are two options one for <a class="reference external" href="https://github.com/AaltoRSE/PyTestingExample">python</a> and one for <a class="reference external" href="https://github.com/AaltoRSE/RTestingExample">R</a>.</p></li>
+<li><p>Clone your fork (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/&lt;Py/R&gt;TestingExample.git</span></code>).</p></li>
+</ul>
+</section>
+</section>
+<section id="step-2-run-tests-locally">
+<h3>Step 2: Run tests locally<a class="headerlink" href="#step-2-run-tests-locally" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>You can now run your tests locally with</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pytest</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>You can now run your tests (and a complete check of this package) locally by running:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Rscript -e &#39;testthat::test_local()&#39;`
+</pre></div>
+</div>
+<blockquote>
+<div><p><strong><em>NOTE:</em></strong> You might need to install the testthat package before you can run the command above ( in R <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>)</p>
+</div></blockquote>
+</div></div>
+</section>
+<section id="step-3-enable-automated-testing">
+<h3>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-2-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-2-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-2-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Configure”
+under Python Application:</p>
+<figure class="align-default" id="id1">
+<img alt="Selecting a Python workflow" src="../_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Modify the highlited lines according to the action below. This will add a code coverage
+report to new pull requests. The if clause restricts this to pull requests, as otherwise
+this action would not have a target to write the reports to. On pushes only the unittesting is run.</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a variety of Python versions</span>
+<span class="c1"># For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python package</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">permissions</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">contents</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">read</span>
+<span class="hll"><span class="w">      </span><span class="nt">pull-requests</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">write</span>
+</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.10</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v3</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;3.10&quot;</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="hll"><span class="w">        </span><span class="no">python -m pip install flake8 pytest pytest-cov</span>
+</span><span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest and calculate coverage</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="hll"><span class="w">        </span><span class="no">pytest --cov-report &quot;xml:coverage.xml&quot;  --cov=.</span>
+</span><span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Create Coverage</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ github.event_name == &#39;pull_request&#39; }}</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">orgoro/coverage@v3</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">coverageFile</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage.xml</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">token</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id2">
+<img alt="Committing the change" src="../_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">test_functions.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</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>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="../_images/gl_action_commit.png"><img alt="Committing the change" src="../_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Unfortunately, as of the creation of this lecture, the default “R package action”
+that is suggested by github is quite complex and not really fit for our purpose. Instead we will create our own
+workflow as detailed below.
+So first click on the “ set up a workflow yourself” link above the “Search workflows” field.</p>
+<p>GitHub creates a “main.yml” file that we can now modify as needed.</p>
+<ul>
+<li><p>First, replace the name by a more descriptive one (e.g. r_testing.yml)</p></li>
+<li><p>Then add the following code to the file:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># Workflow derived from https://github.com/r-lib/actions/tree/v2/examples</span>
+<span class="c1"># Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help</span>
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test-coverage</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">test-coverage</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+<span class="w">    </span><span class="nt">env</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">GITHUB_PAT</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+<span class="w">    </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">R</span>
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Setup R</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">use-public-rspm</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r-dependencies@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="hll"><span class="w">          </span><span class="nt">extra-packages</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::covr</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::rcmdcheck</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">needs</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">coverage</span>
+</span><span class="hll"><span class="w">            </span><span class="no">check</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">working-directory</span><span class="p">:</span><span class="w"> </span><span class="s">&#39;rtestingexample&#39;</span>
+</span><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test coverage</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">covr::codecov(</span>
+<span class="w">            </span><span class="no">quiet = FALSE,</span>
+<span class="w">            </span><span class="no">clean = FALSE,</span>
+<span class="hll"><span class="w">            </span><span class="no">path = &quot;rtestingexample&quot;,</span>
+</span><span class="w">            </span><span class="no">install_path = file.path(Sys.getenv(&quot;RUNNER_TEMP&quot;), &quot;package&quot;)</span>
+<span class="w">          </span><span class="no">)</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Rscript {0}</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Show testthat output</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">always()</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">## --------------------------------------------------------------------</span>
+<span class="w">          </span><span class="no">find ${{ runner.temp }}/package -name &#39;testthat.Rout*&#39; -exec cat &#39;{}&#39; \; || true</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bash</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Upload test results</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">failure()</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/upload-artifact@v3</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage-test-failures</span>
+<span class="w">          </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ runner.temp }}/package</span>
+</pre></div>
+</div>
+<p>The action is a modified version of the action generated by <a class="reference external" href="https://covr.r-lib.org/">covr</a> using the <code class="docutils literal notranslate"><span class="pre">usethis::use_github_action(&quot;test-coverage&quot;)</span></code> command.
+It is built up from several actions provided by the <a class="reference external" href="https://github.com/r-lib/actions">r-lib project</a>, along with the test/coverage commands.</p>
+</li>
+</ul>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id4">
+<img alt="Committing the change" src="../_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h3>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-3-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-3-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-3-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="../_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id7">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id7" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h3>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h3>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h3>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h3>
+<p>Open a new issue in your repository about the broken test (click the
+“Issues” button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fix-the-broken-test">
+<h3>Step 7: Fix the broken test<a class="headerlink" href="#step-7-fix-the-broken-test" title="Link to this heading"></a></h3>
+<p>Now fix the code <strong>on a new branch</strong>, you can call it <code class="docutils literal notranslate"><span class="pre">yourname/bugfix</span></code>.
+After you have fixed the code on the new branch, commit the following
+commit message <code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that
+you try to fix issue number 1).</p>
+<div class="admonition-shortcut callout admonition" id="callout-0">
+<p class="admonition-title">Shortcut</p>
+<p>Here it’s perfectly possible to take a shortcut and commit and push
+directly to the main branch. If you do this, steps 8-9 below are skipped.</p>
+<ul class="simple">
+<li><p>When would you push directly to the main branch, and when would you send a
+pull/merge request?</p></li>
+</ul>
+</div>
+<p>Then push to your repository.</p>
+</section>
+<section id="step-8-open-a-pull-request-github-merge-request-gitlab">
+<h3>Step 8: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-8-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h3>
+<p>Go back to the repository on GitHub or GitLab and open a pull/merge
+request. <strong>In a collaborative setting, you could request a code
+review from collaborators at this stage.</strong> Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#1</span></code>.</p>
+</section>
+<section id="step-9-accept-the-pull-merge-request">
+<h3>Step 9: Accept the pull/merge request<a class="headerlink" href="#step-9-accept-the-pull-merge-request" title="Link to this heading"></a></h3>
+<p>Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="step-10-increase-your-code-coverage">
+<h3>Step 10: Increase your code coverage<a class="headerlink" href="#step-10-increase-your-code-coverage" title="Link to this heading"></a></h3>
+<p>We are currently missing several functions in our tests. Write a test for the <code class="docutils literal notranslate"><span class="pre">multiply</span></code> function in a new branch and create a pull request.
+On python you can directly observe the increase in code coverage.
+On R you can have a look at the action (<code class="docutils literal notranslate"><span class="pre">Actions</span> <span class="pre">-&gt;</span> <span class="pre">last</span> <span class="pre">run</span> <span class="pre">of</span> <span class="pre">your</span> <span class="pre">action</span> <span class="pre">-&gt;</span> <span class="pre">Select</span> <span class="pre">a</span> <span class="pre">job</span> <span class="pre">-&gt;</span> <span class="pre">Test</span> <span class="pre">coverage</span></code>). If you compare this with the
+previous run, you should see an increase once the update is in.</p>
+</section>
+<section id="step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function">
+<h3>Step 11 (optional): Repeat steps 5-9 for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function:<a class="headerlink" href="#step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function" title="Link to this heading"></a></h3>
+<p>Repetition helps learning, so let’s do the testing again for our <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function.
+Uncomment the test for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function and repeat steps 5 to 9 fixing the bug this test exposes.</p>
+</section>
+<section id="discussion">
+<h3>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h3>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h2>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>This workflow is very useful for collaborators who work on the same code and it works both for
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/02-centralized/">centralized</a> and
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/">forking</a> workflows - have a look at this
+<a class="reference internal" href="../full-cycle-ci/"><span class="doc std std-doc">alternative exercise</span></a> to see how that works.</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
+          </div>
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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">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="#">List of exercises</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#full-list">Full list</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
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+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="list-of-exercises">
+<h1>List of exercises<a class="headerlink" href="#list-of-exercises" title="Link to this heading"></a></h1>
+<section id="full-list">
+<h2>Full list<a class="headerlink" href="#full-list" title="Link to this heading"></a></h2>
+<p>This is a list of all exercises and solutions in this lesson, mainly
+as a reference for helpers and instructors.  This list is
+automatically generated from all of the other pages in the lesson.
+Any single teaching event will probably cover only a subset of these,
+depending on their interests.</p>
+<section id="testing-locally">
+<h3>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../pytest/#exercise-0">In pytest.md:</a></p>
+<div class="admonition-local-1-create-a-minimal-pytest-example-15-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Local-1: Create a minimal Pytest example (15 min)</p>
+<p>In this exercise, we will create a minimal example using
+the <a class="reference external" href="http://doc.pytest.org">pytest</a>, run the test, and show what
+happens when a test breaks.</p>
+<ol class="arabic">
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir<span class="w"> </span>pytest-example
+<span class="gp">$ </span><span class="nb">cd</span><span class="w"> </span>pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add PASSED</span>
+
+<span class="go">========================================================= 1 passed in 0.01 seconds ===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add FAILED</span>
+
+<span class="go">================================================================= FAILURES =======================================</span>
+<span class="go">_________________________________________________________________ test_add _______________________________________</span>
+
+<span class="go">    def test_add():</span>
+<span class="go">&gt;       assert add(2, 3) == 5</span>
+<span class="go">E       assert -1 == 5</span>
+<span class="go">E         --1</span>
+<span class="go">E         +5</span>
+
+<span class="go">example.py:6: AssertionError</span>
+<span class="go">========================================================= 1 failed in 0.05 seconds ==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<p><a class="reference external" href="../pytest/#exercise-1">In pytest.md:</a></p>
+<div class="admonition-optional-local-2-create-a-test-that-considers-numerical-tolerance-10-min exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) Local-2: Create a test that considers numerical tolerance (10 min)</p>
+<p>Let’s see an example where the test has to be more clever in order to
+avoid false negative.</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<p><a class="reference external" href="../pytest/#solution-0">In pytest.md:</a></p>
+<div class="admonition-solution-local-2 solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution: Local-2</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+</section>
+<section id="automated-testing">
+<h3>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../continuous-integration/#exercise-0">In continuous-integration.md:</a></p>
+<div class="admonition-exercise-ci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab</p>
+<p>In this exercise, we will:</p>
+<ul class="simple">
+<li><p><strong>A.</strong> Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)</p></li>
+<li><p><strong>B.</strong> Set up tests with GitHub Actions/ GitLab CI</p></li>
+<li><p><strong>C.</strong> Find a bug in our repository and open an issue to report it</p></li>
+<li><p><strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)</p></li>
+<li><p><strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p></li>
+<li><p><strong>F.</strong> Create a test to increase the code coverage of our tests.</p></li>
+</ul>
+</div>
+</section>
+<section id="test-design">
+<h3>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../test-design/#exercise-0">In test-design.md:</a></p>
+<div class="admonition-design-1-design-a-test-for-a-function-that-receives-a-number-and-returns-a-number exercise important admonition" id="exercise-0">
+<p class="admonition-title">Design-1: Design a test for a function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="nf">factorial</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">result</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">i</span>
+<span class="w">  </span><span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">result</span><span class="w"> </span><span class="o">*=</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! computes the factorial of n</span>
+<span class="w">   </span><span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">r</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">i</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Received negative input&#39;</span>
+<span class="w">         </span><span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">do </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+<span class="w">         </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">r</span><span class="o">*</span><span class="n">i</span>
+<span class="w">      </span><span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div><p>Discussion point: The factorial grows very rapidly. What happens if you
+pass a large number as argument to the function?</p>
+</div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;factorial.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[factorial]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="m">6</span><span class="p">)</span>
+<span class="w">  </span><span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+<span class="w">  </span><span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test factorial function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_factorial</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">factorial_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="s1">&#39;factorial(5)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_factorial</span>
+</pre></div>
+</div>
+</div></div>
+<p>Notes on the discussion point: Programming languages differ in the way they deal with integer
+overflow. Python automatically converts to the necessary <code class="docutils literal notranslate"><span class="pre">long</span></code> type, in Julia you would
+observe a “wrap-around”, in C/C++ you get undefined behaviour for signed integers.
+Testing for overflow likewise depends on the language.</p>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-1">In test-design.md:</a></p>
+<div class="admonition-design-2-design-a-test-for-a-function-that-receives-two-strings-and-returns-a-number exercise important admonition" id="exercise-1">
+<p class="admonition-title">Design-2: Design a test for a function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-3-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">  </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-1">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-4-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-4-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-2">In test-design.md:</a></p>
+<div class="admonition-design-3-design-a-test-for-a-function-which-reads-a-file-and-returns-a-number exercise important admonition" id="exercise-2">
+<p class="admonition-title">Design-3: Design a test for a function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-5-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-5-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;streambuf&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ifstream</span><span class="w"> </span><span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+<span class="w">		   </span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0l</span><span class="n">u</span><span class="p">;</span><span class="w"> </span><span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">line</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">    </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;r&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">file</span>
+<span class="w">        </span><span class="n">lines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-2">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-6-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-6-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">namespace</span><span class="w"> </span><span class="nn">fs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nn">std</span><span class="o">::</span><span class="nn">filesystem</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">tmp_dir</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fpath</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="s">&quot;temp_file&quot;</span><span class="w"> </span><span class="p">};</span>
+
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ofstream</span><span class="w"> </span><span class="nf">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+<span class="w">  </span><span class="n">s</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span><span class="w"> </span><span class="n">fpath</span><span class="w"> </span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">fname</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">tempfile</span><span class="p">()</span>
+<span class="w">  </span><span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">fname</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span>
+<span class="w">    </span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">testio</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mktemp</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span><span class="w"> </span><span class="n">msg</span><span class="p">)</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-3">In test-design.md:</a></p>
+<div class="admonition-design-4-design-a-test-for-a-function-with-an-external-dependency exercise important admonition" id="exercise-3">
+<p class="admonition-title">Design-4: Design a test for a function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-7-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-7-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;constants.hpp&quot;</span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span><span class="w"> </span><span class="k">class</span><span class="w"> </span><span class="nc">ReactorState</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">FINE</span><span class="p">,</span><span class="w"> </span><span class="n">CRITICAL</span><span class="w"> </span><span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span><span class="w"> </span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+<span class="w">	     </span><span class="o">?</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span>
+<span class="w">	     </span><span class="o">:</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-3">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-8-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-8-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;reactor.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">99</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">100</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w">  </span><span class="c1"># boundary cases easily go wrong</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">101</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test check_reactor_temperature function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w">   </span><span class="c"># boundary cases easily go wrong</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-4">In test-design.md:</a></p>
+<div class="admonition-design-5-design-a-test-for-a-method-of-a-mutable-class exercise important admonition" id="exercise-4">
+<p class="admonition-title">Design-5: Design a test for a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-9-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-9-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">Pet</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="k">private</span><span class="o">:</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name_</span><span class="p">{};</span>
+
+<span class="w"> </span><span class="k">public</span><span class="o">:</span>
+<span class="w">  </span><span class="k">explicit</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{}</span>
+<span class="w">  </span><span class="kt">void</span><span class="w"> </span><span class="n">go_for_a_walk</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">hunger_</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="w">  </span><span class="c1">// ^-- how would you test this function?</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">hunger_</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">structure</span><span class="p">(</span>
+<span class="w">    </span><span class="nf">list</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">0</span><span class="p">),</span>
+<span class="w">    </span><span class="n">class</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Pet&quot;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span><span class="w"> </span><span class="k">struct</span> <span class="kt">Pet</span>
+<span class="w">    </span><span class="n">name</span><span class="o">::</span><span class="kt">String</span>
+<span class="w">    </span><span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="kt">Pet</span><span class="p">)</span>
+<span class="w">    </span><span class="n">pet</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-4">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-10-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-10-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;fido&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;pet.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[pets]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fido</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">Pet</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;fido&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">-1</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test mutable struct&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-5">In test-design.md:</a></p>
+<div class="admonition-design-6-experience-test-driven-development exercise important admonition" id="exercise-5">
+<p class="admonition-title">Design-6: Experience test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-5">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-11-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-11-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-11-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-11-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-11-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="nf">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;fizzbuzz.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+<span class="w">	</span><span class="s">&quot;1&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;2&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;4&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;7&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;8&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;11&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;13&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;14&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;16&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;17&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;19&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">21</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># define the function</span>
+<span class="n">fizz_buzz</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">number</span><span class="p">){</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="o">!</span><span class="n">number</span><span class="o">%%</span><span class="m">1</span><span class="o">==</span><span class="m">0</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">     </span><span class="nf">stop</span><span class="p">(</span><span class="s">&quot;non-integer or negative input not allowed!&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if </span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span>
+<span class="p">}</span>
+
+<span class="c1"># apply it to the numbers 1 to 50</span>
+<span class="nf">for </span><span class="p">(</span><span class="n">number</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">print</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="n">number</span><span class="p">))</span>
+<span class="p">}</span>
+
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">4</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">15</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span><span class="w">  </span>
+
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1.5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="s">&#39;rabbit&#39;</span><span class="p">))</span><span class="w">    </span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">number</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">14</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">17</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+<span class="w">    </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_result</span>
+
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">fizzbuzz_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! Evaluates the fizzbuzz of n</span>
+<span class="w">   </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="k">function </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="n">str1</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;FizzBuzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Fizz&#39;</span>
+<span class="w">         </span><span class="n">str1</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Buzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="n">n</span><span class="o">&lt;</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Err n&lt;0&#39;</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="nb">char</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end if</span>
+<span class="k">      </span><span class="n">fizzbuzz</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">fizzbuzz</span>
+<span class="k">end module </span><span class="n">fizzbuzz_mod</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_fizzbuzz</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">fizzbuzz_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Fizz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(12)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Buzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">25</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(25)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;FizzBuzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(60)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_fizzbuzz</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-6">In test-design.md:</a></p>
+<div class="admonition-design-7-write-two-different-types-of-tests-for-randomness exercise important admonition" id="exercise-6">
+<p class="admonition-title">Design-7: Write two different types of tests for randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-12-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-12-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-12-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;tuple&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;vector&gt;</span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span><span class="w"> </span><span class="o">&lt;</span><span class="k">typename</span><span class="w"> </span><span class="nc">PRNGEngine</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">},</span>
+<span class="w">    </span><span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="n">gen</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// create a fair die</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">weights</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mf">1.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fair_dice</span><span class="w"> </span><span class="o">=</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span><span class="w"> </span><span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">rolls</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0u</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_dice</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">toss</span><span class="p">,</span>
+<span class="w">				</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">				    </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">);</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="c1">// throw all dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">first_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">it_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+<span class="w">  </span><span class="c1">// number of faces that showed the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+<span class="w">  </span><span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+<span class="w">  </span><span class="c1">// the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">idx_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">it_max</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// no yahtzee :(</span>
+<span class="w">  </span><span class="c1">// we throw (n_dice - n_collected) dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">second_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+<span class="w">  </span><span class="c1">// YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// final chance</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">third_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="n">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;We got &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; times in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span>
+<span class="w">	      </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;YAHTZEE in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Roll a fair die num_dice times.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return A vector of die throw results</span>
+<span class="n">roll_dice</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">ceiling</span><span class="p">(</span><span class="nf">runif</span><span class="p">(</span><span class="n">num_dice</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">))</span>
+<span class="p">}</span>
+
+<span class="c1">#&#39; Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return The number of same sides</span>
+<span class="n">yahtzee</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">most_common_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.numeric</span><span class="p">(</span><span class="nf">names</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))]))[</span><span class="m">1</span><span class="p">]</span>
+<span class="w">  </span><span class="n">how_often</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.vector</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))])[</span><span class="m">1</span><span class="p">]</span>
+
+<span class="w">  </span><span class="c1"># we keep the most common side</span>
+<span class="w">  </span><span class="n">target_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">most_common_side</span>
+<span class="w">  </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">how_often</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="c1"># second and third throw</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">2</span><span class="o">:</span><span class="m">3</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">target_side</span><span class="p">)</span>
+
+<span class="w">    </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">return</span><span class="p">(</span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">sides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="c"># we first throw all dice</span>
+<span class="w">    </span><span class="n">first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># count how many times each side comes up</span>
+<span class="w">    </span><span class="n">side_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">sides</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># collected_side is the dice side we will start collecting</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">collected_side</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+<span class="w">    </span><span class="n">second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># final throw...</span>
+<span class="w">    </span><span class="n">third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-6">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-13-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-13-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-13-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-13-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-13-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-13-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-13-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="kn">import</span> <span class="nn">pytest</span>
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tests</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="n">pytest</span><span class="o">.</span><span class="n">approx</span><span class="p">(</span><span class="mf">0.046</span><span class="p">,</span> <span class="nb">abs</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;yahtzee.hpp&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[toss]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+
+<span class="w">  </span><span class="c1">// we fix both the random device and the random engine.</span>
+<span class="w">  </span><span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">mt19937</span><span class="w"> </span><span class="n">prng</span><span class="p">;</span>
+<span class="w">  </span><span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_1</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_1</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_2</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_2</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_3</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_3</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// try a million throws and see if we get close</span>
+<span class="w">  </span><span class="c1">// to the statistical average of 4.6%</span>
+<span class="w">  </span><span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_trials</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1e6</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_trials</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_tests</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">if </span><span class="p">(</span><span class="o">!</span><span class="nf">require</span><span class="p">(</span><span class="n">testthat</span><span class="p">))</span><span class="w"> </span><span class="nf">install.packages</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;dice is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">set.seed</span><span class="p">(</span><span class="m">42</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">3</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">3</span><span class="p">))</span>
+<span class="p">})</span>
+
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;yahtzee is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">n_games</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1e6</span><span class="w"> </span><span class="c1">#could be very slow, when in doubt change to 1e4</span>
+
+<span class="w">  </span><span class="n">n_winning</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="nf">replicate</span><span class="p">(</span><span class="n">n_games</span><span class="p">,</span><span class="w"> </span><span class="nf">yahtzee</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">n_winning</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_games</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0.046</span>
+<span class="w">  </span><span class="nf">expect_lt</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected</span><span class="p">),</span><span class="w"> </span><span class="m">0.003</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="n">include</span><span class="p">(</span><span class="s">&quot;yahtzee.jl&quot;</span><span class="p">)</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;test roll_dice&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># fix random seed</span>
+<span class="w">    </span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+<span class="w">    </span><span class="c"># known sequence for given seed</span>
+<span class="w">    </span><span class="n">exp_first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_first_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_second_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;testing yahtzee&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># try a million throws and see if we get close</span>
+<span class="w">    </span><span class="c"># to the statistical average of 4.6%</span>
+<span class="w">    </span><span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">    </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">n_tests</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1_000_000</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+<span class="w">        </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">            </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">0.046</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-7">In test-design.md:</a></p>
+<div class="admonition-design-8-design-but-not-write-an-end-to-end-test-for-the-uniq-program exercise important admonition" id="exercise-7">
+<p class="admonition-title">Design-8: Design (but not write) an end-to-end test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>How would you write an end-to-end test for <code class="docutils literal notranslate"><span class="pre">uniq</span></code>?</p>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-8">In test-design.md:</a></p>
+<div class="admonition-design-9-more-end-to-end-testing exercise important admonition" id="exercise-8">
+<p class="admonition-title">Design-9: More end-to-end testing</p>
+<ul class="simple">
+<li><p>Now imagine a code which reads numbers and produces some (floating
+point) numbers. How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<p><a class="reference external" href="../test-design/#exercise-9">In test-design.md:</a></p>
+<div class="admonition-design-10-create-an-actual-end-to-end-test exercise important admonition" id="exercise-9">
+<p class="admonition-title">Design-10: Create an actual end-to-end test</p>
+<p>Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)</p>
+<p>We’ll use the word-count example repository
+<a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>.</p>
+<p>As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>statistics/count.py<span class="w"> </span>data/abyss.txt
+</pre></div>
+</div>
+<p>Your goal is to make a test that can run this and let you know if it’s
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: <code class="docutils literal notranslate"><span class="pre">the</span> <span class="pre">4044</span></code> and <code class="docutils literal notranslate"><span class="pre">and</span> <span class="pre">2807</span></code>.</p>
+<p>Python hint:
+<a class="reference external" href="https://docs.python.org/3/library/subprocess.html#subprocess.check_output">subprocess.check_output</a>
+will run a command and return its output as a string.</p>
+<p>Bash hint: <code class="docutils literal notranslate"><span class="pre">COMMAND</span> <span class="pre">|</span> <span class="pre">grep</span> <span class="pre">&quot;PATTERN&quot;</span></code> (“pipe to grep”) will be true if
+the pattern is in the command.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-7">
+<p class="admonition-title">Solution</p>
+<p>There are two solutions in the repository already, in the <code class="docutils literal notranslate"><span class="pre">tests/</span></code>
+dierectory <a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.</p>
+<p>The shell one works with shell and prints a bit more output:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>sh<span class="w"> </span>tests/end-to-end-shell.sh
+<span class="go">the 4044</span>
+<span class="go">Success: &#39;the&#39; found correct number of times</span>
+<span class="go">and 2807</span>
+<span class="go">Success: &#39;and&#39; found correct number of times</span>
+<span class="go">Success</span>
+</pre></div>
+</div>
+<p>The Python one:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>tests/end-to-end-python.py
+<span class="go">Success</span>
+</pre></div>
+</div>
+</div>
+</div>
+</section>
+<section id="optional-full-cycle-collaborative-workflow">
+<h3>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Link to this heading"></a></h3>
+<p><a class="reference external" href="../full-cycle-ci/#exercise-0">In full-cycle-ci.md:</a></p>
+<div class="admonition-fullci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab-with-pull-requests-and-issues exercise important admonition" id="exercise-0">
+<p class="admonition-title">FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues</p>
+<p>This is an expanded version of the <a class="reference internal" href="../continuous-integration/"><span class="doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<p><a class="reference external" href="../full-cycle-ci/#exercise-1">In full-cycle-ci.md:</a></p>
+<div class="admonition-optional-fullci-2-add-a-license-file-to-the-previous-exercise-s-repository exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) FullCI-2: Add a license file to the previous exercise’s repository</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</section>
+</section>
+</section>
+
+
+           </div>
+          </div>
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+        <a href="../quick-reference/" class="btn btn-neutral float-right" title="Quick Reference" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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+          <a href="../" class="icon icon-home">
+            Automated testing
+          </a>
+<div role="search">
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+    <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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">(Optional) Full-cycle collaborative workflow</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#exercise-a-full-cycle-collaborative-workflow">Exercise a full-cycle collaborative workflow</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-1-create-a-new-repository-on-github-gitlab">Step 1: Create a new repository on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-2-clone-your-own-repository-add-code-commit-and-push">Step 2: Clone your own repository, add code, commit, and push</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-3-enable-automated-testing">Step 3: Enable automated testing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-4-verify-that-tests-have-been-automatically-run">Step 4: Verify that tests have been automatically run</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-5-add-a-test-which-reveals-a-problem">Step 5: Add a test which reveals a problem</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-6-open-an-issue-on-github-gitlab">Step 6: Open an issue on GitHub/GitLab</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-7-fork-and-clone-the-repository-of-your-colleague">Step 7: Fork and clone the repository of your colleague</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-8-fix-the-broken-test">Step 8: Fix the broken test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-9-open-a-pull-request-github-merge-request-gitlab">Step 9: Open a pull request (GitHub)/ merge request (GitLab)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#step-10-accept-the-pull-request-merge-request">Step 10: Accept the pull request/ merge request</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#discussion">Discussion</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-go-from-here">Where to go from here</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+
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+      <li class="breadcrumb-item active">(Optional) Full-cycle collaborative workflow</li>
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+              <a href="https://github.com/coderefinery/testing/blob/main/content/full-cycle-ci.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="optional-full-cycle-collaborative-workflow">
+<h1>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="exercise-a-full-cycle-collaborative-workflow">
+<h2>Exercise a full-cycle collaborative workflow<a class="headerlink" href="#exercise-a-full-cycle-collaborative-workflow" title="Link to this heading"></a></h2>
+<p>This exercise is a collaborative version of the <a class="reference internal" href="../continuous-integration/"><span class="doc std std-doc">Automated testing exercise</span></a>.</p>
+<div class="admonition-fullci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab-with-pull-requests-and-issues exercise important admonition" id="exercise-0">
+<p class="admonition-title">FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues</p>
+<p>This is an expanded version of the <a class="reference internal" href="../continuous-integration/"><span class="doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="../_images/testing_group_work.png"><img alt="Graph with exercise steps" src="../_images/testing_group_work.png" style="width: 300px;" /></a>
+<figcaption>
+<p><span class="caption-text">Overview of this exercise. Below we detail the steps.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<section id="prerequisites">
+<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h3>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab">
+<h3>Step 1: Create a new repository on GitHub/GitLab<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Select a <strong>different repository name</strong> than your colleagues (otherwise forking the same name will be strange)</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Share the repository URL with your exercise group via shared document or chat</p></li>
+</ul>
+</section>
+<section id="step-2-clone-your-own-repository-add-code-commit-and-push">
+<h3>Step 2: Clone your own repository, add code, commit, and push<a class="headerlink" href="#step-2-clone-your-own-repository-add-code-commit-and-push" title="Link to this heading"></a></h3>
+<p>Clone the repository.</p>
+<p>Add a file <code class="docutils literal notranslate"><span class="pre">example.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 8</span>
+
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+</pre></div>
+</div>
+<p>Test <code class="docutils literal notranslate"><span class="pre">example.py</span></code> with <code class="docutils literal notranslate"><span class="pre">pytest</span></code>.</p>
+<p>Then stage the file (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</section>
+<section id="step-3-enable-automated-testing">
+<h3>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-0-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-0-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-0-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Set up
+this workflow” under Python Application:</p>
+<figure class="align-default" id="id2">
+<img alt="Selecting a Python workflow" src="../_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python application</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v2</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.8</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v2</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">3.8</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="w">        </span><span class="no">pip install flake8 pytest</span>
+<span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">        </span><span class="no">pytest example.py</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="../_images/gh_action_commit.png"><img alt="Committing the change" src="../_images/gh_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-0-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</span><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest example.py</span>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id4">
+<a class="reference internal image-reference" href="../_images/gl_action_commit.png"><img alt="Committing the change" src="../_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h3>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h3>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-1-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-1-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-1-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="../_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-1-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="../_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h3>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h3>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">example.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h3>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h3>
+<p>Open a new issue in your repository about the broken test (click the “Issues” button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fork-and-clone-the-repository-of-your-colleague">
+<h3>Step 7: Fork and clone the repository of your colleague<a class="headerlink" href="#step-7-fork-and-clone-the-repository-of-your-colleague" title="Link to this heading"></a></h3>
+<p>Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout">this visual representation</a>).</p>
+<p><strong>Make sure you clone the fork after you have forked it. Do not clone
+your colleague’s repository directly.</strong></p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-2-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-2-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://gitlab.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="step-8-fix-the-broken-test">
+<h3>Step 8: Fix the broken test<a class="headerlink" href="#step-8-fix-the-broken-test" title="Link to this heading"></a></h3>
+<p>After you have fixed the code, commit the following commit message
+<code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that you try to fix
+issue number 1).</p>
+<p>Then push to your fork.</p>
+</section>
+<section id="step-9-open-a-pull-request-github-merge-request-gitlab">
+<h3>Step 9: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-9-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h3>
+<p>Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#NUMBEROFTHEISSUE</span></code></p>
+</section>
+<section id="step-10-accept-the-pull-request-merge-request">
+<h3>Step 10: Accept the pull request/ merge request<a class="headerlink" href="#step-10-accept-the-pull-request-merge-request" title="Link to this heading"></a></h3>
+<p>Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="discussion">
+<h3>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h3>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+<div class="admonition-optional-fullci-2-add-a-license-file-to-the-previous-exercise-s-repository exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) FullCI-2: Add a license file to the previous exercise’s repository</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h2>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../conclusions/" class="btn btn-neutral float-left" title="Conclusions and recommendations" 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="../">
+<head>
+  <meta charset="utf-8" />
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+          <a href="../" class="icon icon-home">
+            Automated testing
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search/" method="get">
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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">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
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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">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Instructor guide</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#detailed-schedule">Detailed schedule</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#why-we-teach-this-lesson">Why we teach this lesson</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#intended-learning-outcomes">Intended learning outcomes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#how-we-teach-this-lesson">How we teach this lesson</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#how-to-start">How to start</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#questions-to-involve-participants">Questions to involve participants</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#structure-of-the-lesson">Structure of the lesson</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#motivation-and-concepts">Motivation and concepts</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#testing-locally">Testing locally</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#automated-testing-or-full-cycle-collaborative-workflow">Automated testing (or full-cycle collaborative workflow)</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#test-design">Test design</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#order-of-continuous-integration-and-test-design">Order of Continuous Integration and Test Design</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#timing">Timing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#room-for-improvement">Room for improvement</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#field-reports">Field reports</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#march-first-time-with-no-exercises">2024 March (first time with no exercises)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#september">2023 September</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#march">2023 March</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id1">2022 September</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#november-instructor-training-workshop">2019 November instructor training workshop</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
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+
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+      <li class="breadcrumb-item active">Instructor guide</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/guide.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="instructor-guide">
+<h1>Instructor guide<a class="headerlink" href="#instructor-guide" title="Link to this heading"></a></h1>
+<section id="detailed-schedule">
+<h2>Detailed schedule<a class="headerlink" href="#detailed-schedule" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>9:00-9:15 <a class="reference external" href="https://coderefinery.github.io/testing/motivation/">Motivation</a></p></li>
+<li><p>9:15-9:40 <a class="reference external" href="https://coderefinery.github.io/testing/pytest/">Testing locally</a></p>
+<ul>
+<li><p>explain the exercise: 5 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+</ul>
+</li>
+<li><p>9:40-10:00 <a class="reference external" href="https://coderefinery.github.io/testing/continuous-integration/">Automated testing</a></p>
+<ul>
+<li><p>demo</p></li>
+</ul>
+</li>
+<li><p>10:00-10:10 Break</p></li>
+<li><p>10:10-10:50 <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design</a></p>
+<ul>
+<li><p>explain the exercise: 10 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+<li><p>discussion and type-along of advanced exercises: 10 minutes</p></li>
+</ul>
+</li>
+<li><p>10:50-11:00 Discussion and summary</p></li>
+</ul>
+</section>
+<section id="why-we-teach-this-lesson">
+<h2>Why we teach this lesson<a class="headerlink" href="#why-we-teach-this-lesson" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Because writing tests and using automated testing is often part
+of the development process, especially for codes that are larger than
+a simple script.</p></li>
+<li><p>We wish to give learners the tools so that they can rewrite codes and
+collaborate on a code projects with more confidence.</p></li>
+<li><p>Testing can help detecting regressions during development instead of later
+(when using the code) or too late (after having published results).</p></li>
+<li><p>Can simplify collaboration since contributors can be more confident that
+their changes preserve expected functionality.</p></li>
+<li><p>Tests document the intent of the function/module/library/code.</p></li>
+<li><p>Tests can guide the code towards more modular and reusable code style with
+fewer side effects.</p></li>
+</ul>
+</section>
+<section id="intended-learning-outcomes">
+<h2>Intended learning outcomes<a class="headerlink" href="#intended-learning-outcomes" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Know that in each language tools exist that can execute a series of test functions
+and report success or failure.</p></li>
+<li><p>Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+allow us to automatically run tests on every Git push or every pull request or merge request.</p></li>
+<li><p>Be able to approach a function or module or library and design a test for it “in words”
+or pseudo-code.</p></li>
+<li><p>Know what test coverage means and how it can help to detect untested/unused code.</p></li>
+<li><p>Know where in a larger and untested project to start introducing tests since it is beyond
+reach and also probably not reasonable to test everything.</p></li>
+</ul>
+</section>
+<section id="how-we-teach-this-lesson">
+<h2>How we teach this lesson<a class="headerlink" href="#how-we-teach-this-lesson" title="Link to this heading"></a></h2>
+<section id="how-to-start">
+<h3>How to start<a class="headerlink" href="#how-to-start" title="Link to this heading"></a></h3>
+<p>The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.</p>
+</section>
+<section id="questions-to-involve-participants">
+<h3>Questions to involve participants<a class="headerlink" href="#questions-to-involve-participants" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Do you agree that testing software is similar to calibrating detectors?</p></li>
+<li><p>Do you test your code?</p></li>
+<li><p>How and when do you test?</p></li>
+<li><p>Where would you start adding a test in an existing project?</p></li>
+<li><p>In which situations would you recommend not to add any tests?</p></li>
+</ul>
+</section>
+<section id="structure-of-the-lesson">
+<h3>Structure of the lesson<a class="headerlink" href="#structure-of-the-lesson" title="Link to this heading"></a></h3>
+<section id="motivation-and-concepts">
+<h4>Motivation and concepts<a class="headerlink" href="#motivation-and-concepts" title="Link to this heading"></a></h4>
+<p>The former “motivation” and “concepts” episodes have been combined
+into one.  Previously, the lesson was described as quite dogmagtic and
+without enough time for exercises.  When teaching, try to give some of
+the benefits, but without being too long about it.  The quick
+reference has more details on language-specific things.</p>
+</section>
+<section id="testing-locally">
+<h4>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h4>
+<p>After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise “Testing with numerical
+tolerance” can be left as homework.  The end-to-end test may be hard
+for many people who can’t script other programs, but it provides
+something that can keep advanced people interested for longer.</p>
+</section>
+<section id="automated-testing-or-full-cycle-collaborative-workflow">
+<h4>Automated testing (or full-cycle collaborative workflow)<a class="headerlink" href="#automated-testing-or-full-cycle-collaborative-workflow" title="Link to this heading"></a></h4>
+<p>After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode “Full-cycle
+collaborative workflow”, and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.</p>
+<p><strong>If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!</strong></p>
+<p>If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with “fixes
+#1” (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.</p>
+</section>
+<section id="test-design">
+<h4>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h4>
+<p>This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.</p>
+</section>
+<section id="order-of-continuous-integration-and-test-design">
+<h4>Order of Continuous Integration and Test Design<a class="headerlink" href="#order-of-continuous-integration-and-test-design" title="Link to this heading"></a></h4>
+<p>When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.</p>
+</section>
+</section>
+<section id="timing">
+<h3>Timing<a class="headerlink" href="#timing" title="Link to this heading"></a></h3>
+<p>The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with “Full-cycle
+collaborative workflow”, or give more time to the Test Design episode.</p>
+<p>Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.</p>
+</section>
+<section id="room-for-improvement">
+<h3>Room for improvement<a class="headerlink" href="#room-for-improvement" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>The lesson is still too Python centric in the “Testing locally” and “Automated testing” episodes.
+It would be nice to offer alternatives for learners who write in different languages.</p></li>
+<li><p>Currently the lesson is in the “discipline” domain. Testing is
+something you do to control behavior (your own as well as the code).
+Testing is also something you can do to improve productivity, but this
+is less visible/detectable.</p></li>
+</ul>
+</section>
+</section>
+<section id="field-reports">
+<h2>Field reports<a class="headerlink" href="#field-reports" title="Link to this heading"></a></h2>
+<section id="march-first-time-with-no-exercises">
+<h3>2024 March (first time with no exercises)<a class="headerlink" href="#march-first-time-with-no-exercises" title="Link to this heading"></a></h3>
+<p>This was the first year we did the “all demo” mode with no exercises,
+and it worked well enough.  Our rough plan can be seen <a class="reference external" href="https://hackmd.io/cMowYt5nQOqZj0n1wsIlyw">at this
+hackmd</a> (not pasted here
+because it’s kind of long).</p>
+<p>We tried to be fast with motivation, and not go to details. In
+“testing locally”, we basically did the exercise as a demo.  There
+wasn’t much of note, it worked and there was plenty of
+discussion. “Automated testing” worked fine also, except: a) we had to
+choose how to push to Github, we used vscode, but not all learners did
+that method.  Nothing to change here, but be aware you should explain
+what and why you are doing for people who didn’t use your chosen
+method of linking, and b) code coverage didn’t work from a PR from a
+fork.  We had one person set up the automated tests, then swapped
+instructors and showed the second making the fork and contributing.</p>
+<p>The biggest thing to think about is how, when demoing testing
+locally/automated testing, people ask “how to tests work?”, which then
+comes later.  I don’t know if I would change the order,
+though… because showing how to design tests without knowing how to
+use them would make the same kind of questions, but reversed.  I think
+it’s just a “decide how it is and prepare for the questions” - maybe
+in “motivation” or some other summary episode at the start.</p>
+<p>“Test design” didn’t have any major problems, but many of the tests
+were relatively simple to discuss: the earlier tests would be trivial
+to understand if someone shows you the code (should we demonstrate
+typing two lines that’s the same as in motivation? - but interesting
+to do as an exercise).  Some of the later ones were interesting to
+build up and demonstrate.  It would be good to think which exercises
+one wants to demo, and which one wants to only talk about.  And think
+which comes out of each demo/telling.</p>
+<p>Overall, no major issues in doing this demo-based with good
+familiarity but limited preparation time.</p>
+</section>
+<section id="september">
+<h3>2023 September<a class="headerlink" href="#september" title="Link to this heading"></a></h3>
+<p>For this lesson, “Motivation” and “Concepts” were combined.  An extra
+end-to-end test was added under “testing locally”.</p>
+</section>
+<section id="march">
+<h3>2023 March<a class="headerlink" href="#march" title="Link to this heading"></a></h3>
+<p>Due to a mix-up with instructors, we changed the plan at the last
+minute and it didn’t go so well (we should have known).  The original
+plan had pytest as a demo, with exercises for Github CI and test
+design.  We did pytest as an exercise, Github CI as an exercise, and
+had almost no time for test design.  One complaint was that there
+wasn’t enough time for practical things, so I think a plan like last
+time could have been good.  As usual, we should have found a way to
+talk less and do more.</p>
+<p>This was the schedule from March 2023:</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 [<span class="nt">Software testing</span>](<span class="na">https://coderefinery.github.io/testing/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="id1">
+<h3>2022 September<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<p>Overall, it went well with the schedule below.  We had to be
+efficient, but it seemed like it wasn’t too hard.  The only complaint
+was that there was a lot of time for the first exercise (pytest
+locally), which I would agree with.  I think for next time, we should
+add in parts of that exercise so that there are more advanced things
+to do, since there are more nice features of pytest, such as <code class="docutils literal notranslate"><span class="pre">--pdb</span></code>,
+running single tests, etc.  Other than that, there wasn’t really much
+to report.</p>
+<p>The way extra long breaks and a 5-minute starting point were included
+is quite good for the schedule.  Not because we needed them, but it
+allowed us to go over time and not be under so much time pressure.</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="gs">**Day 6**</span>
+<span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 Software testing
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="november-instructor-training-workshop">
+<h3>2019 November instructor training workshop<a class="headerlink" href="#november-instructor-training-workshop" title="Link to this heading"></a></h3>
+<p>Some notes about teaching are here:
+<a class="reference external" href="https://github.com/coderefinery/testing/issues/42">https://github.com/coderefinery/testing/issues/42</a></p>
+</section>
+</section>
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+    <link rel="next" title="Motivation" href="motivation/" /> 
+</head>
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+<body class="wy-body-for-nav"> 
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+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
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+            Automated testing
+          </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">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code">
+<h1>Automated testing - Preventing yourself and others from breaking your functioning code<a class="headerlink" href="#automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code" title="Link to this heading"></a></h1>
+<p>Have you ever had some of these problems?:</p>
+<ul class="simple">
+<li><p>You change B and C, and suddenly A doesn’t work anymore.  Time
+wasted trying to figure out what changed.</p></li>
+<li><p>There was some simple problem, systematically testing could have
+found it.</p></li>
+<li><p>You get someone else’s code and are afraid to touch it because who
+knows what might break.  Plot twist: it’s your own code!</p></li>
+</ul>
+<p>People have learned that some automatic way to check problems makes
+software development much easier.  This lesson will talk about the
+places it’s useful for research code, and how easy it can be.
+We will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see how automated testing works and practice designing and writing tests.</p>
+<div class="admonition-prerequisites prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Prerequisites</p>
+<ol class="arabic simple">
+<li><p>You need <a class="reference external" href="http://doc.pytest.org">pytest</a> (as part of Anaconda or Miniconda or Virtual Environment).</p></li>
+<li><p>(Optional) To work on exercises in other languages than Python,
+please follow the instructions under “Language-specific
+instructions” in the <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design episode</a>
+to install the recommended testing frameworks.</p></li>
+<li><p>Basic understanding of Git.</p></li>
+<li><p>You need a <a class="reference external" href="https://github.com">GitHub</a> or a <a class="reference external" href="https://gitlab.com/">Gitlab</a> account for the “automated testing” and
+“full-cycle collaborative workflow” (but the rest works fine
+just locally).</p></li>
+</ol>
+</div>
+<table class="docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p>15 min</p></td>
+<td><p><a class="reference internal" href="motivation/"><span class="doc">Motivation</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>25 min</p></td>
+<td><p><a class="reference internal" href="pytest/"><span class="doc">Testing locally</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="continuous-integration/"><span class="doc">Automated testing</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="test-design/"><span class="doc">Test design</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>5 min</p></td>
+<td><p><a class="reference internal" href="conclusions/"><span class="doc">Conclusions and recommendations</span></a></p></td>
+</tr>
+</tbody>
+</table>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+</div>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="guide/">Instructor guide</a></li>
+</ul>
+</div>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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>
+</section>
+
+
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+  </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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Motivation</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#untested-software-can-be-compared-to-uncalibrated-detectors">Untested software can be compared to uncalibrated detectors</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-in-a-nutshell">Testing in a nutshell</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#what-can-tests-help-you-do">What can tests help you do?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#discussion-when-is-it-ok-not-to-add-tests">Discussion: When is it OK not to add tests?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#discussion-what-s-easy-and-hard-to-test">Discussion: What’s easy and hard to test?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#types-of-tests">Types of tests</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#what-should-you-do">What should you do?</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#where-to-start">Where to start</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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="../">Automated testing</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">Motivation</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/motivation.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="motivation">
+<h1>Motivation<a class="headerlink" href="#motivation" 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>Appreciate the importance of testing software</p></li>
+<li><p>Understand various benefits of testing</p></li>
+</ul>
+</div>
+<section id="untested-software-can-be-compared-to-uncalibrated-detectors">
+<h2>Untested software can be compared to uncalibrated detectors<a class="headerlink" href="#untested-software-can-be-compared-to-uncalibrated-detectors" title="Link to this heading"></a></h2>
+<p><em>“Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response.”</em></p>
+<blockquote>
+<div><p>[From <a class="reference external" href="https://carpentries-incubator.github.io/python-testing/">Testing and Continuous Integration with Python</a>, created by K. Huff]</p>
+</div></blockquote>
+<p>With testing, simulations and analysis using software <em>can</em> be held to the same standards as experimental measurement devices!</p>
+<p>What can go wrong when research software has bugs?  Look no further:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://science.sciencemag.org/content/314/5807/1856.summary">A Scientist’s Nightmare: Software Problem Leads to Five Retractions</a></p></li>
+<li><p><a class="reference external" href="https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/">Researchers find bug in Python script may have affected hundreds of studies</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="testing-in-a-nutshell">
+<h2>Testing in a nutshell<a class="headerlink" href="#testing-in-a-nutshell" title="Link to this heading"></a></h2>
+<p>In software tests, expected results are compared with observed results
+in order to establish accuracy.  Why are we not comparing directly all
+digits with the expected result?:</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Converts temperature in Fahrenheit</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="c1"># This is the test function: `assert` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="k">def</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>
+    
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cmath&gt;</span><span class="c1">  // std::abs</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">std</span><span class="p">;</span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">double</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mf">9.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* This is the test function: `throws` raises an error if something is wrong. */</span>
+<span class="kt">void</span><span class="w"> </span><span class="nf">test_fahrenheit_to_celsius</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span><span class="p">;</span>
+<span class="w">  </span><span class="k">try</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">throw</span><span class="w"> </span><span class="s">&quot;Error&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">catch</span><span class="w"> </span><span class="p">(</span><span class="kt">char</span><span class="w"> </span><span class="k">const</span><span class="o">*</span><span class="w"> </span><span class="n">err</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">err</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+<span class="w">  </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">();</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Converts temperature in Fahrenheit to Celsius.</span>
+<span class="n">fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="m">5.0</span><span class="o">/</span><span class="m">9.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">temp_c</span>
+<span class="p">}</span>
+
+<span class="c1"># This is the test function: `assertive::is_true` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="n">test_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">100.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected_result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">37.777777</span>
+<span class="w">  </span><span class="n">assertive</span><span class="o">::</span><span class="nf">is_true</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">1.0e-6</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-Julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    fahrenheit_to_celsius(temp_f::Float)</span>
+
+<span class="s">Converts temperature in Fahrenheit to Celsius.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span>
+<span class="k">end</span>
+
+
+<span class="c"># This is the test section</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test fahrenheit_to_celsius&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">1.0e-6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">program </span><span class="n">temperature_conversion</span>
+
+<span class="k">implicit none</span>
+<span class="k">call </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+
+<span class="k">contains</span>
+
+<span class="k">function </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_f</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">3</span><span class="mf">2.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius</span>
+
+<span class="k">subroutine </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">expected_result</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+<span class="w">   </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="mf">7.777777</span>
+<span class="w">   </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Error&#39;</span>
+<span class="w">   </span><span class="k">else</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span>
+<span class="w">   </span><span class="k">end if</span>
+<span class="k">end subroutine </span><span class="n">test_fahrenheit_to_celsius</span>
+
+<span class="k">end program </span><span class="n">temperature_conversion</span>
+</pre></div>
+</div>
+</div></div>
+<p>Or you can test whole programs:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>run-test.py
+
+<span class="go">running: sample_data/set1.csv --output=tests/set1.txt</span>
+<span class="go">CORRECT</span>
+</pre></div>
+</div>
+</section>
+<hr class="docutils" />
+<section id="what-can-tests-help-you-do">
+<h2>What can tests help you do?<a class="headerlink" href="#what-can-tests-help-you-do" title="Link to this heading"></a></h2>
+<p><strong>Preserving expected functionality</strong></p>
+<ul class="simple">
+<li><p>Check old things when you add new ones</p></li>
+</ul>
+<p><strong>Help users of your code</strong></p>
+<ul class="simple">
+<li><p>Verify it’s installed correctly and works.</p></li>
+<li><p>See examples of what it should do.</p></li>
+</ul>
+<p><strong>Help other developers modify it</strong></p>
+<ul class="simple">
+<li><p>Change things with confidence that nothing is breaking.</p></li>
+<li><p>Warning if documentation/examples go out of date.</p></li>
+</ul>
+<p><strong>Manage complexity</strong></p>
+<ul class="simple">
+<li><p>If code is easy to test, it’s probably easier to maintain.</p></li>
+<li><p>The next lesson <a class="reference external" href="https://coderefinery.github.io/modular-type-along/">Modular code development</a>
+demonstrates this.</p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="discussion-when-is-it-ok-not-to-add-tests">
+<h2>Discussion: When is it OK not to add tests?<a class="headerlink" href="#discussion-when-is-it-ok-not-to-add-tests" title="Link to this heading"></a></h2>
+<div class="admonition-discussion-when-is-it-ok-not-to-add-tests discussion important admonition" id="discussion-0">
+<p class="admonition-title">Discussion: When is it OK not to add tests?</p>
+<p>Vote in the notes and we’ll discuss soon.  <strong>It is always a balance: there is no “always”/”never”</strong>.</p>
+<ol class="arabic simple">
+<li><p>Jupyter or R Markdown notebook which produces a plot and you know by
+looking at the plot whether it worked?</p></li>
+<li><p>A short, “obviously correct” Python or R script which you never intend to reuse?</p></li>
+<li><p>A simple short, “obviously correct” shell script?</p></li>
+<li><p>Can you give other examples?</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="discussion-what-s-easy-and-hard-to-test">
+<h2>Discussion: What’s easy and hard to test?<a class="headerlink" href="#discussion-what-s-easy-and-hard-to-test" title="Link to this heading"></a></h2>
+<div class="admonition-discussion-testing-in-practice discussion important admonition" id="discussion-1">
+<p class="admonition-title">Discussion: Testing in practice</p>
+<p>Use the collaborative notes to answer these questions:</p>
+<ol class="arabic simple">
+<li><p>Give examples of things (from your work) that are easy to test.</p></li>
+<li><p>Give examples of things (from your work) that are hard to test.</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="types-of-tests">
+<h2>Types of tests<a class="headerlink" href="#types-of-tests" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Test functions one at a time - <strong>Unit tests</strong></p></li>
+<li><p>Test how parts work together - <strong>Integration tests</strong></p></li>
+<li><p>Test the whole thing running - <strong>End-to-end tests</strong></p>
+<ul>
+<li><p>For example, running on sample data.</p></li>
+</ul>
+</li>
+<li><p>Check same results as before - <strong>Regression tests</strong></p></li>
+<li><p>Write test first (the output), then write code to make test pass -
+<strong>Test-driven development</strong></p></li>
+<li><p>GitHub or GitLab runs tests automatically - <strong>Continuous
+integration</strong></p></li>
+<li><p>Report that tells you which lines were/were not run by tests -
+<strong>Code coverage</strong></p></li>
+<li><p>Framework that runs test for you - <strong>Testing framework</strong></p>
+<ul>
+<li><p>See <a class="reference internal" href="../quick-reference/"><span class="doc std std-doc">Quick Reference</span></a> for some examples.</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="what-should-you-do">
+<h2>What should you do?<a class="headerlink" href="#what-should-you-do" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>Not every code needs perfect test coverage.</p></li>
+<li><p>If code is interactive-only (Jupyter Notebook), it’s usually hard to
+test.</p>
+<ul>
+<li><p>But also hard to run: the next lesson will discuss!</p></li>
+</ul>
+</li>
+<li><p>At least end-to-end is often easy to add.</p></li>
+<li><p>Add tests of tricky functions.</p>
+<ul>
+<li><p>If you’d have to run it over and over to test while writing, why
+not make it a property test?</p></li>
+</ul>
+</li>
+<li><p>It’s easy to have Gitlab/Github run the tests.</p>
+<ul>
+<li><p>It’s nice to push without thinking, and the system tells you when
+it’s broke.</p></li>
+</ul>
+</li>
+<li><p><strong>Learning how to test well make the rest of your code better, too.</strong></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="where-to-start">
+<h2>Where to start<a class="headerlink" href="#where-to-start" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p>A simple script or notebook probably does not need an automated test.</p></li>
+</ul>
+<p><strong>If you have nothing yet</strong></p>
+<ul class="simple">
+<li><p>Start with an end-to-end test.</p></li>
+<li><p>Describe in words how <em>you</em> check whether the code still works.</p></li>
+<li><p>Translate the words into a script.</p></li>
+<li><p>Run the script automatically on every code change.</p></li>
+</ul>
+<p><strong>If you want to start with unit-testing</strong></p>
+<ul class="simple">
+<li><p>You want to rewrite a function? Start adding a unit test right there first.</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../" class="btn btn-neutral float-left" title="Automated testing - Preventing yourself and others from breaking your functioning code" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+          <a href="../" class="icon icon-home">
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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">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Testing locally</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#exercise-pytest">Exercise pytest</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../test-design/">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">All lessons</a></li>
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+  <hr/>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="testing-locally">
+<h1>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How hard is it to implement a test suite using pytest?</p></li>
+</ul>
+</div>
+<section id="exercise-pytest">
+<h2>Exercise <a class="reference external" href="http://doc.pytest.org">pytest</a><a class="headerlink" href="#exercise-pytest" title="Link to this heading"></a></h2>
+<p>In this exercise we will make a simple Python function and use
+<a class="reference external" href="http://doc.pytest.org">pytest</a> to test it.</p>
+<ul class="simple">
+<li><p>This is easy to use by almost any Python project and doesn’t rely on any
+other servers or services.  Similar things exist in other languages.</p></li>
+<li><p>The downside is that you have to remember to run it yourself.</p></li>
+</ul>
+<p>We will try to
+keep things simple so that those who do not use Python can follow.</p>
+<div class="admonition-local-1-create-a-minimal-pytest-example-15-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Local-1: Create a minimal Pytest example (15 min)</p>
+<p>In this exercise, we will create a minimal example using
+the <a class="reference external" href="http://doc.pytest.org">pytest</a>, run the test, and show what
+happens when a test breaks.</p>
+<ol class="arabic">
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir<span class="w"> </span>pytest-example
+<span class="gp">$ </span><span class="nb">cd</span><span class="w"> </span>pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add PASSED</span>
+
+<span class="go">========================================================= 1 passed in 0.01 seconds ===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add FAILED</span>
+
+<span class="go">================================================================= FAILURES =======================================</span>
+<span class="go">_________________________________________________________________ test_add _______________________________________</span>
+
+<span class="go">    def test_add():</span>
+<span class="go">&gt;       assert add(2, 3) == 5</span>
+<span class="go">E       assert -1 == 5</span>
+<span class="go">E         --1</span>
+<span class="go">E         +5</span>
+
+<span class="go">example.py:6: AssertionError</span>
+<span class="go">========================================================= 1 failed in 0.05 seconds ==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<div class="admonition-optional-local-2-create-a-test-that-considers-numerical-tolerance-10-min exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) Local-2: Create a test that considers numerical tolerance (10 min)</p>
+<p>Let’s see an example where the test has to be more clever in order to
+avoid false negative.</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<div class="admonition-solution-local-2 solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution: Local-2</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+<hr class="docutils" />
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>pytest collects and runs all test functions starting with
+<code class="docutils literal notranslate"><span class="pre">test_</span></code>. If run on a directory, it collects all files matching <code class="docutils literal notranslate"><span class="pre">test_*.py</span></code></p></li>
+<li><p>Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via <code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code>).</p></li>
+</ul>
+</div>
+</section>
+</section>
+
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+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Reference</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../exercises/">List of exercises</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Quick Reference</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#available-tools">Available tools</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#unit-test-frameworks">Unit test frameworks</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#pytest">pytest_</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#testthat">testthat</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#test">Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#catch2">Catch2</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#google-test">Google Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#boost-test">Boost.Test</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#pfunit">pFUnit</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#services-to-deploy-testing-and-coverage">Services to deploy testing and coverage</a></li>
+</ul>
+</li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="quick-reference">
+<h1>Quick Reference<a class="headerlink" href="#quick-reference" title="Link to this heading"></a></h1>
+<section id="available-tools">
+<h2>Available tools<a class="headerlink" href="#available-tools" title="Link to this heading"></a></h2>
+<section id="unit-test-frameworks">
+<h3>Unit test frameworks<a class="headerlink" href="#unit-test-frameworks" title="Link to this heading"></a></h3>
+<p>A <strong>test framework</strong> makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.</p>
+<ul class="simple">
+<li><p>Python</p>
+<ul>
+<li><p><a class="reference internal" href="#pytest-ref"><span class="std std-ref">pytest</span></a></p></li>
+<li><p><a class="reference external" href="http://nose.readthedocs.io">nose</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/doctest.html">doctest</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/unittest.html">unittest</a></p></li>
+</ul>
+</li>
+<li><p>R</p>
+<ul>
+<li><p><a class="reference internal" href="#testthat"><span class="std std-ref">testthat</span></a></p></li>
+</ul>
+</li>
+<li><p>Julia</p>
+<ul>
+<li><p><a class="reference internal" href="#test"><span class="std std-ref">Test</span></a></p></li>
+</ul>
+</li>
+<li><p>Matlab</p>
+<ul>
+<li><p><a class="reference external" href="https://www.mathworks.com/help/matlab/class-based-unit-tests.html">Class-Based Unit Tests</a></p></li>
+</ul>
+</li>
+<li><p>C(++)</p>
+<ul>
+<li><p><a class="reference internal" href="#google-test"><span class="std std-ref">Google Test</span></a></p></li>
+<li><p><a class="reference internal" href="#catch2"><span class="std std-ref">Catch2</span></a></p></li>
+<li><p><a class="reference external" href="https://freedesktop.org/wiki/Software/cppunit/">cppunit</a></p></li>
+<li><p><a class="reference internal" href="#boost-test"><span class="std std-ref">Boost.Test</span></a></p></li>
+<li><p><a class="reference external" href="http://unittest-cpp.github.io">UnitTest++</a></p></li>
+</ul>
+</li>
+<li><p>Fortran</p>
+<ul>
+<li><p><a class="reference internal" href="#pfunit"><span class="std std-ref">pFUnit</span></a></p></li>
+<li><p><a class="reference external" href="https://sourceforge.net/projects/fortranxunit/">FRUIT</a></p></li>
+<li><p><a class="reference external" href="http://flibs.sourceforge.net/ftnunit.html">Ftunit</a></p></li>
+</ul>
+</li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pytest">
+<span id="pytest-ref"></span><h3>pytest_<a class="headerlink" href="#pytest" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Python</p></li>
+<li><p><a class="reference external" href="http://doc.pytest.org">http://doc.pytest.org</a></p></li>
+<li><p>Installable via Conda or pip.</p></li>
+<li><p>Easy to use: Prefix a function with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and the test runner will execute it.
+No need to subclass anything.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Returns a list of integers representing</span>
+<span class="sd">    the word lengths in string s.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">w</span><span class="p">)</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">split</span><span class="p">()]</span>
+
+<span class="k">def</span> <span class="nf">test_get_word_lengths</span><span class="p">():</span>
+    <span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;Three tomatoes are walking down the street&quot;</span>
+    <span class="k">assert</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pytest-demo/builds/104182942">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pytest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="testthat">
+<span id="id1"></span><h3>testthat<a class="headerlink" href="#testthat" title="Link to this heading"></a></h3>
+<ul>
+<li><p>R</p></li>
+<li><p><a class="reference external" href="https://github.com/r-lib/testthat">https://github.com/r-lib/testthat</a></p></li>
+<li><p>Easily installed from CRAN with <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>, or from GitHub with <code class="docutils literal notranslate"><span class="pre">devtools::install_github(&quot;r-lib/testthat&quot;)</span></code></p></li>
+<li><p>Use in package development with <code class="docutils literal notranslate"><span class="pre">usethis::use_testthat()</span></code></p></li>
+<li><p>Add a new test file with <code class="docutils literal notranslate"><span class="pre">usethis::use_test(&quot;test-name&quot;)</span></code>, e.g.:</p>
+<div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="c1"># tests/testthat/test_example.R</span>
+<span class="c1"># file added by running `usethis::use_test(&quot;example&quot;)`</span>
+
+<span class="nf">context</span><span class="p">(</span><span class="s">&quot;Arithmetics&quot;</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="s">&quot;mypackage&quot;</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;square root function works&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_warning</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">-4</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+<p>Tests consist of one or more <em>expectations</em>, and multiple tests can be grouped together in one test file.
+Test files are put in the directory <code class="docutils literal notranslate"><span class="pre">tests/testthat/</span></code>, and their file names are prefixed with <code class="docutils literal notranslate"><span class="pre">test_</span></code>.</p>
+</li>
+<li><p>Run all tests in package with <code class="docutils literal notranslate"><span class="pre">devtools::test()</span></code> (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>&gt; devtools::test()
+Loading mypackage
+Testing mypackage
+✔ |  OK F W S | Context
+✔ |   2       | Arithmetics
+
+══ Results ═════════════════════════════════════════════════════════════════════
+OK:       2
+Failed:   0
+Warnings: 0
+Skipped:  0
+</pre></div>
+</div>
+</li>
+</ul>
+<p>More information in the <a class="reference external" href="http://r-pkgs.had.co.nz/tests.html">Testing chapter</a> of the book <a class="reference external" href="http://r-pkgs.had.co.nz">R Packages</a> by Hadley Wickham.</p>
+<hr class="docutils" />
+</section>
+<section id="test">
+<span id="id2"></span><h3>Test<a class="headerlink" href="#test" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Julia</p></li>
+<li><ul>
+<li><p><a class="reference external" href="https://docs.julialang.org/en/v1/stdlib/Test/">Documentation</a></p></li>
+</ul>
+</li>
+<li><p>Part of the standard library</p></li>
+<li><p>Provides simple unit testing functionality with
+<code class="docutils literal notranslate"><span class="pre">&#64;test</span></code> and <code class="docutils literal notranslate"><span class="pre">&#64;test_throws</span></code> macros:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># approximate comparisons:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="nb">π</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">3.14</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.01</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># Tests that an expression throws exception:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">BoundsError</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">][</span><span class="mi">4</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">BoundsError</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DimensionMismatch</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">DimensionMismatch</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p>Grouping related tests with the <code class="docutils literal notranslate"><span class="pre">&#64;testset</span></code> macro:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">length</span><span class="p">(</span><span class="n">w</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">split</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Testing get_word_length()&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">text</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Three tomatoes are walking down the street&quot;</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">number</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">123</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+<hr class="docutils" />
+</section>
+<section id="catch2">
+<span id="id3"></span><h3>Catch2<a class="headerlink" href="#catch2" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://github.com/catchorg/Catch2">Project page with installation instructions</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Header-only</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Use the example library to add numbers&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[add]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="n">_a</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="google-test">
+<span id="id4"></span><h3>Google Test<a class="headerlink" href="#google-test" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://google.github.io/googletest/">Documentation</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;gtest/gtest.h&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">TEST</span><span class="p">(</span><span class="n">example</span><span class="p">,</span><span class="w"> </span><span class="n">add</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="kt">double</span><span class="w"> </span><span class="n">res</span><span class="p">;</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">ASSERT_NEAR</span><span class="p">(</span><span class="n">res</span><span class="p">,</span><span class="w"> </span><span class="mf">3.0</span><span class="p">,</span><span class="w"> </span><span class="mf">1.0e-11</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/gtest-demo/builds/104190982">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/gtest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="boost-test">
+<span id="id5"></span><h3>Boost.Test<a class="headerlink" href="#boost-test" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html">Documentation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Header-only use possible</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;boost/test/unit_test.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">BOOST_AUTO_TEST_CASE</span><span class="p">(</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">BOOST_TEST</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pfunit">
+<span id="id6"></span><h3>pFUnit<a class="headerlink" href="#pfunit" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Fortran</p></li>
+<li><p><a class="reference external" href="https://github.com/Goddard-Fortran-Ecosystem/pFUnit">Documentation and installation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Requires modern Fortran compilers (uses F2003 standard)</p></li>
+</ul>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_add_numbers</span><span class="p">()</span>
+
+   <span class="n">use</span> <span class="n">hello</span>
+   <span class="n">use</span> <span class="n">pfunit_mod</span>
+
+   <span class="n">implicit</span> <span class="n">none</span>
+
+   <span class="n">real</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span> <span class="p">::</span> <span class="n">res</span>
+
+   <span class="n">call</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="n">d0</span><span class="p">,</span> <span class="mf">2.0</span><span class="n">d0</span><span class="p">,</span> <span class="n">res</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="mf">3.0</span><span class="n">d0</span><span class="p">)</span>
+
+<span class="n">end</span> <span class="n">subroutine</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference internal" href="../code/fortran/build_pFUnit/"><span class="doc std std-doc">Example installation instructions</span></a></p></li>
+</ul>
+<p>To test the <code class="docutils literal notranslate"><span class="pre">factorial</span></code> and <code class="docutils literal notranslate"><span class="pre">fizzbuzz</span></code> functions from the <a class="reference internal" href="../test-design/"><span class="doc std std-doc">test-design
+exercises</span></a>, use this <code class="docutils literal notranslate"><span class="pre">CMakeLists.txt</span></code> file:</p>
+<div class="highlight-cmake notranslate"><div class="highlight"><pre><span></span><span class="nb">cmake_minimum_required</span><span class="p">(</span><span class="s">VERSION</span><span class="w"> </span><span class="s">3.12</span><span class="p">)</span>
+
+<span class="nb">project</span><span class="w"> </span><span class="p">(</span><span class="s">PFUNIT_DEMO_CR</span>
+<span class="w">  </span><span class="s">VERSION</span><span class="w"> </span><span class="s">1.0.0</span>
+<span class="w">  </span><span class="s">LANGUAGES</span><span class="w"> </span><span class="s">Fortran</span><span class="p">)</span>
+
+<span class="nb">find_package</span><span class="p">(</span><span class="s">PFUNIT</span><span class="w"> </span><span class="s">REQUIRED</span><span class="p">)</span>
+<span class="nb">enable_testing</span><span class="p">()</span>
+
+<span class="c"># system under test</span>
+<span class="nb">add_library</span><span class="w"> </span><span class="p">(</span><span class="s">sut</span>
+<span class="w">  </span><span class="s">factorial.f90</span>
+<span class="w">  </span><span class="s">fizzbuzz.f90</span>
+<span class="w">  </span><span class="p">)</span>
+
+<span class="nb">target_include_directories</span><span class="p">(</span><span class="s">sut</span><span class="w"> </span><span class="s">PUBLIC</span><span class="w"> </span><span class="o">${</span><span class="nv">CMAKE_CURRENT_BINARY_DIR</span><span class="o">}</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nb">set</span><span class="w"> </span><span class="p">(</span><span class="s">test_srcs</span><span class="w"> </span><span class="s">test_factorial.pf</span><span class="w"> </span><span class="s">test_fizzbuzz.pf</span><span class="p">)</span>
+<span class="nb">add_pfunit_ctest</span><span class="w"> </span><span class="p">(</span><span class="s">my_tests</span>
+<span class="w">  </span><span class="s">TEST_SOURCES</span><span class="w"> </span><span class="o">${</span><span class="nv">test_srcs</span><span class="o">}</span>
+<span class="w">  </span><span class="s">LINK_LIBRARIES</span><span class="w"> </span><span class="s">sut</span>
+<span class="w">  </span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can then compile using this script:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/bash -f</span>
+
+<span class="k">if</span><span class="w"> </span><span class="o">[[</span><span class="w"> </span>-d<span class="w"> </span>build<span class="w"> </span><span class="o">]]</span>
+<span class="k">then</span>
+<span class="w">    </span>rm<span class="w"> </span>-rf<span class="w"> </span>build
+<span class="k">fi</span>
+
+mkdir<span class="w"> </span>-p<span class="w"> </span>build
+<span class="nb">cd</span><span class="w"> </span>build
+cmake<span class="w"> </span>..<span class="w"> </span>-DCMAKE_PREFIX_PATH<span class="o">=</span><span class="nv">$PFUNIT_DIR</span>
+make
+./my_tests
+
+<span class="c1"># or</span>
+<span class="c1"># ctest --verbose</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pfunit-demo/builds/104193675">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pfunit-demo">Example project</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="services-to-deploy-testing-and-coverage">
+<h3>Services to deploy testing and coverage<a class="headerlink" href="#services-to-deploy-testing-and-coverage" title="Link to this heading"></a></h3>
+<p>Each of these are web services to handle testing, free for open source
+projects.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/features/actions">GitHub Actions</a> (we will
+demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://about.gitlab.com/features/gitlab-ci-cd/">GitLab CI</a>
+(we will demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://azure.microsoft.com/en-us/services/devops/pipelines/">Azure Pipelines</a></p></li>
+<li><p><a class="reference external" href="https://coveralls.io">Coveralls</a></p></li>
+<li><p><a class="reference external" href="https://codecov.io">Codecov</a></p></li>
+</ul>
+</section>
+</section>
+<hr class="docutils" />
+<section id="good-resources">
+<h2>Good resources<a class="headerlink" href="#good-resources" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p><a class="reference external" href="https://realpython.com/python-testing/">Getting Started With Testing in Python</a></p></li>
+<li><p><a class="reference external" href="http://pythontesting.net/start-here/">Introductions to Python Testing Frameworks</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Testing is a basic requirement of any possible language</p></li>
+<li><p>There are various tools for any language you may use</p></li>
+<li><p>There are free web services for open source</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
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+    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..30fee9d
--- /dev/null
+++ b/singlehtml/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2023 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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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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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
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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
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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" 
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+    <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" 
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+    <glyph glyph-name="acute" unicode="&#xb4;" horiz-adv-x="1792" 
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+    <glyph glyph-name="trademark" unicode="&#x2122;" horiz-adv-x="1792" 
+ />
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diff --git a/singlehtml/_static/doctools.js b/singlehtml/_static/doctools.js
new file mode 100644
index 0000000..d06a71d
--- /dev/null
+++ b/singlehtml/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2023 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..250f566
--- /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 2007-2023 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, is 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 */
+.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/singlehtml/_static/searchtools.js b/singlehtml/_static/searchtools.js
new file mode 100644
index 0000000..7918c3f
--- /dev/null
+++ b/singlehtml/_static/searchtools.js
@@ -0,0 +1,574 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 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)
+          );
+        // 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.`
+    );
+};
+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);
+};
+
+/**
+ * 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) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you 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);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    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;
+
+    // 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]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            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] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((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;
+    });
+
+    // 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;
+    }, []);
+
+    results = results.reverse();
+
+    // 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);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], 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.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [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) => {
+    const text = Search.htmlToText(htmlText);
+    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/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)
+
+/** 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"];
+      }
+    });
+  });
+}
diff --git a/singlehtml/index.html b/singlehtml/index.html
new file mode 100644
index 0000000..fea81bf
--- /dev/null
+++ b/singlehtml/index.html
@@ -0,0 +1,3561 @@
+<!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>Automated testing documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
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+            Automated testing
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-motivation">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-pytest">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-continuous-integration">Automated testing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-test-design">Test design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-conclusions">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-full-cycle-ci">(Optional) Full-cycle collaborative workflow</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="index.html#document-exercises">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html#document-quick-reference">Quick Reference</a></li>
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+           <div itemprop="articleBody">
+             
+  <section id="automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code">
+<h1>Automated testing - Preventing yourself and others from breaking your functioning code<a class="headerlink" href="#automated-testing-preventing-yourself-and-others-from-breaking-your-functioning-code" title="Link to this heading"></a></h1>
+<p>Have you ever had some of these problems?:</p>
+<ul class="simple">
+<li><p>You change B and C, and suddenly A doesn’t work anymore.  Time
+wasted trying to figure out what changed.</p></li>
+<li><p>There was some simple problem, systematically testing could have
+found it.</p></li>
+<li><p>You get someone else’s code and are afraid to touch it because who
+knows what might break.  Plot twist: it’s your own code!</p></li>
+</ul>
+<p>People have learned that some automatic way to check problems makes
+software development much easier.  This lesson will talk about the
+places it’s useful for research code, and how easy it can be.
+We will discuss why testing often needs to be part of the
+software development cycle and how such a cycle can be implemented. We will
+see how automated testing works and practice designing and writing tests.</p>
+<div class="admonition-prerequisites prerequisites admonition" id="prerequisites-0">
+<p class="admonition-title">Prerequisites</p>
+<ol class="arabic simple">
+<li><p>You need <a class="reference external" href="http://doc.pytest.org">pytest</a> (as part of Anaconda or Miniconda or Virtual Environment).</p></li>
+<li><p>(Optional) To work on exercises in other languages than Python,
+please follow the instructions under “Language-specific
+instructions” in the <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design episode</a>
+to install the recommended testing frameworks.</p></li>
+<li><p>Basic understanding of Git.</p></li>
+<li><p>You need a <a class="reference external" href="https://github.com">GitHub</a> or a <a class="reference external" href="https://gitlab.com/">Gitlab</a> account for the “automated testing” and
+“full-cycle collaborative workflow” (but the rest works fine
+just locally).</p></li>
+</ol>
+</div>
+<table class="docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p>15 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-motivation"><span class="doc">Motivation</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>25 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-pytest"><span class="doc">Testing locally</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-continuous-integration"><span class="doc">Automated testing</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p>30 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-test-design"><span class="doc">Test design</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p>5 min</p></td>
+<td><p><a class="reference internal" href="index.html#document-conclusions"><span class="doc">Conclusions and recommendations</span></a></p></td>
+</tr>
+</tbody>
+</table>
+<div class="toctree-wrapper compound">
+<span id="document-motivation"></span><section id="motivation">
+<h2>Motivation<a class="headerlink" href="#motivation" title="Link to this heading"></a></h2>
+<div class="admonition-objectives objectives admonition" id="objectives-0">
+<p class="admonition-title">Objectives</p>
+<ul class="simple">
+<li><p>Appreciate the importance of testing software</p></li>
+<li><p>Understand various benefits of testing</p></li>
+</ul>
+</div>
+<section id="untested-software-can-be-compared-to-uncalibrated-detectors">
+<h3>Untested software can be compared to uncalibrated detectors<a class="headerlink" href="#untested-software-can-be-compared-to-uncalibrated-detectors" title="Link to this heading"></a></h3>
+<p><em>“Before relying on a new experimental device, an experimental scientist always
+establishes its accuracy. A new detector is calibrated when the scientist
+observes its responses to known input signals. The results of this
+calibration are compared against the expected response.”</em></p>
+<blockquote>
+<div><p>[From <a class="reference external" href="https://carpentries-incubator.github.io/python-testing/">Testing and Continuous Integration with Python</a>, created by K. Huff]</p>
+</div></blockquote>
+<p>With testing, simulations and analysis using software <em>can</em> be held to the same standards as experimental measurement devices!</p>
+<p>What can go wrong when research software has bugs?  Look no further:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://science.sciencemag.org/content/314/5807/1856.summary">A Scientist’s Nightmare: Software Problem Leads to Five Retractions</a></p></li>
+<li><p><a class="reference external" href="https://arstechnica.com/information-technology/2019/10/chemists-discover-cross-platform-python-scripts-not-so-cross-platform/">Researchers find bug in Python script may have affected hundreds of studies</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="testing-in-a-nutshell">
+<h3>Testing in a nutshell<a class="headerlink" href="#testing-in-a-nutshell" title="Link to this heading"></a></h3>
+<p>In software tests, expected results are compared with observed results
+in order to establish accuracy.  Why are we not comparing directly all
+digits with the expected result?:</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Converts temperature in Fahrenheit</span>
+<span class="sd">    to Celsius.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="p">(</span><span class="n">temp_f</span> <span class="o">-</span> <span class="mf">32.0</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">temp_c</span>
+
+<span class="c1"># This is the test function: `assert` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="k">def</span> <span class="nf">test_fahrenheit_to_celsius</span><span class="p">():</span>
+    <span class="n">temp_c</span> <span class="o">=</span> <span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="o">=</span><span class="mf">100.0</span><span class="p">)</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="mf">37.777777</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span> <span class="o">-</span> <span class="n">expected_result</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-6</span>
+    
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cmath&gt;</span><span class="c1">  // std::abs</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">std</span><span class="p">;</span>
+
+<span class="cm">/* Converts temperature in Fahrenheit to Celsius. */</span>
+<span class="kt">double</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mf">9.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* This is the test function: `throws` raises an error if something is wrong. */</span>
+<span class="kt">void</span><span class="w"> </span><span class="nf">test_fahrenheit_to_celsius</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span><span class="p">;</span>
+<span class="w">  </span><span class="k">try</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">throw</span><span class="w"> </span><span class="s">&quot;Error&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">catch</span><span class="w"> </span><span class="p">(</span><span class="kt">char</span><span class="w"> </span><span class="k">const</span><span class="o">*</span><span class="w"> </span><span class="n">err</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">err</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">20</span><span class="p">);</span>
+<span class="w">  </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">();</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Converts temperature in Fahrenheit to Celsius.</span>
+<span class="n">fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="m">5.0</span><span class="o">/</span><span class="m">9.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">temp_c</span>
+<span class="p">}</span>
+
+<span class="c1"># This is the test function: `assertive::is_true` raises an error if something</span>
+<span class="c1"># is wrong.</span>
+<span class="n">test_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="n">temp_c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">100.0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected_result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">37.777777</span>
+<span class="w">  </span><span class="n">assertive</span><span class="o">::</span><span class="nf">is_true</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">1.0e-6</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-Julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    fahrenheit_to_celsius(temp_f::Float)</span>
+
+<span class="s">Converts temperature in Fahrenheit to Celsius.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">32.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">temp_c</span>
+<span class="k">end</span>
+
+
+<span class="c"># This is the test section</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test fahrenheit_to_celsius&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mf">100.0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">37.777777</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">1.0e-6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">program </span><span class="n">temperature_conversion</span>
+
+<span class="k">implicit none</span>
+<span class="k">call </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+
+<span class="k">contains</span>
+
+<span class="k">function </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="n">temp_f</span><span class="p">)</span><span class="w"> </span><span class="k">result</span><span class="p">(</span><span class="n">temp_c</span><span class="p">)</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_f</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">temp_f</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">3</span><span class="mf">2.0</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="mf">5.0</span><span class="o">/</span><span class="mf">9.0</span><span class="p">)</span>
+<span class="k">end function </span><span class="n">fahrenheit_to_celsius</span>
+
+<span class="k">subroutine </span><span class="n">test_fahrenheit_to_celsius</span><span class="p">()</span>
+<span class="w">   </span><span class="k">implicit none</span>
+<span class="k">   </span><span class="kt">real </span><span class="n">temp_c</span>
+<span class="w">   </span><span class="kt">real </span><span class="n">expected_result</span>
+<span class="w">   </span><span class="n">temp_c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fahrenheit_to_celsius</span><span class="p">(</span><span class="mi">10</span><span class="mf">0.0</span><span class="p">)</span>
+<span class="w">   </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="mf">7.777777</span>
+<span class="w">   </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">abs</span><span class="p">(</span><span class="n">temp_c</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected_result</span><span class="p">)</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="mf">1.0e-6</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Error&#39;</span>
+<span class="w">   </span><span class="k">else</span>
+<span class="k">      write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Pass&#39;</span>
+<span class="w">   </span><span class="k">end if</span>
+<span class="k">end subroutine </span><span class="n">test_fahrenheit_to_celsius</span>
+
+<span class="k">end program </span><span class="n">temperature_conversion</span>
+</pre></div>
+</div>
+</div></div>
+<p>Or you can test whole programs:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>run-test.py
+
+<span class="go">running: sample_data/set1.csv --output=tests/set1.txt</span>
+<span class="go">CORRECT</span>
+</pre></div>
+</div>
+</section>
+<hr class="docutils" />
+<section id="what-can-tests-help-you-do">
+<h3>What can tests help you do?<a class="headerlink" href="#what-can-tests-help-you-do" title="Link to this heading"></a></h3>
+<p><strong>Preserving expected functionality</strong></p>
+<ul class="simple">
+<li><p>Check old things when you add new ones</p></li>
+</ul>
+<p><strong>Help users of your code</strong></p>
+<ul class="simple">
+<li><p>Verify it’s installed correctly and works.</p></li>
+<li><p>See examples of what it should do.</p></li>
+</ul>
+<p><strong>Help other developers modify it</strong></p>
+<ul class="simple">
+<li><p>Change things with confidence that nothing is breaking.</p></li>
+<li><p>Warning if documentation/examples go out of date.</p></li>
+</ul>
+<p><strong>Manage complexity</strong></p>
+<ul class="simple">
+<li><p>If code is easy to test, it’s probably easier to maintain.</p></li>
+<li><p>The next lesson <a class="reference external" href="https://coderefinery.github.io/modular-type-along/">Modular code development</a>
+demonstrates this.</p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="discussion-when-is-it-ok-not-to-add-tests">
+<h3>Discussion: When is it OK not to add tests?<a class="headerlink" href="#discussion-when-is-it-ok-not-to-add-tests" title="Link to this heading"></a></h3>
+<div class="admonition-discussion-when-is-it-ok-not-to-add-tests discussion important admonition" id="discussion-0">
+<p class="admonition-title">Discussion: When is it OK not to add tests?</p>
+<p>Vote in the notes and we’ll discuss soon.  <strong>It is always a balance: there is no “always”/”never”</strong>.</p>
+<ol class="arabic simple">
+<li><p>Jupyter or R Markdown notebook which produces a plot and you know by
+looking at the plot whether it worked?</p></li>
+<li><p>A short, “obviously correct” Python or R script which you never intend to reuse?</p></li>
+<li><p>A simple short, “obviously correct” shell script?</p></li>
+<li><p>Can you give other examples?</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="discussion-what-s-easy-and-hard-to-test">
+<h3>Discussion: What’s easy and hard to test?<a class="headerlink" href="#discussion-what-s-easy-and-hard-to-test" title="Link to this heading"></a></h3>
+<div class="admonition-discussion-testing-in-practice discussion important admonition" id="discussion-1">
+<p class="admonition-title">Discussion: Testing in practice</p>
+<p>Use the collaborative notes to answer these questions:</p>
+<ol class="arabic simple">
+<li><p>Give examples of things (from your work) that are easy to test.</p></li>
+<li><p>Give examples of things (from your work) that are hard to test.</p></li>
+</ol>
+</div>
+</section>
+<hr class="docutils" />
+<section id="types-of-tests">
+<h3>Types of tests<a class="headerlink" href="#types-of-tests" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Test functions one at a time - <strong>Unit tests</strong></p></li>
+<li><p>Test how parts work together - <strong>Integration tests</strong></p></li>
+<li><p>Test the whole thing running - <strong>End-to-end tests</strong></p>
+<ul>
+<li><p>For example, running on sample data.</p></li>
+</ul>
+</li>
+<li><p>Check same results as before - <strong>Regression tests</strong></p></li>
+<li><p>Write test first (the output), then write code to make test pass -
+<strong>Test-driven development</strong></p></li>
+<li><p>GitHub or GitLab runs tests automatically - <strong>Continuous
+integration</strong></p></li>
+<li><p>Report that tells you which lines were/were not run by tests -
+<strong>Code coverage</strong></p></li>
+<li><p>Framework that runs test for you - <strong>Testing framework</strong></p>
+<ul>
+<li><p>See <a class="reference internal" href="index.html#document-quick-reference"><span class="doc std std-doc">Quick Reference</span></a> for some examples.</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="what-should-you-do">
+<h3>What should you do?<a class="headerlink" href="#what-should-you-do" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Not every code needs perfect test coverage.</p></li>
+<li><p>If code is interactive-only (Jupyter Notebook), it’s usually hard to
+test.</p>
+<ul>
+<li><p>But also hard to run: the next lesson will discuss!</p></li>
+</ul>
+</li>
+<li><p>At least end-to-end is often easy to add.</p></li>
+<li><p>Add tests of tricky functions.</p>
+<ul>
+<li><p>If you’d have to run it over and over to test while writing, why
+not make it a property test?</p></li>
+</ul>
+</li>
+<li><p>It’s easy to have Gitlab/Github run the tests.</p>
+<ul>
+<li><p>It’s nice to push without thinking, and the system tells you when
+it’s broke.</p></li>
+</ul>
+</li>
+<li><p><strong>Learning how to test well make the rest of your code better, too.</strong></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="where-to-start">
+<h3>Where to start<a class="headerlink" href="#where-to-start" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>A simple script or notebook probably does not need an automated test.</p></li>
+</ul>
+<p><strong>If you have nothing yet</strong></p>
+<ul class="simple">
+<li><p>Start with an end-to-end test.</p></li>
+<li><p>Describe in words how <em>you</em> check whether the code still works.</p></li>
+<li><p>Translate the words into a script.</p></li>
+<li><p>Run the script automatically on every code change.</p></li>
+</ul>
+<p><strong>If you want to start with unit-testing</strong></p>
+<ul class="simple">
+<li><p>You want to rewrite a function? Start adding a unit test right there first.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-pytest"></span><section id="testing-locally">
+<h2>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How hard is it to implement a test suite using pytest?</p></li>
+</ul>
+</div>
+<section id="exercise-pytest">
+<h3>Exercise <a class="reference external" href="http://doc.pytest.org">pytest</a><a class="headerlink" href="#exercise-pytest" title="Link to this heading"></a></h3>
+<p>In this exercise we will make a simple Python function and use
+<a class="reference external" href="http://doc.pytest.org">pytest</a> to test it.</p>
+<ul class="simple">
+<li><p>This is easy to use by almost any Python project and doesn’t rely on any
+other servers or services.  Similar things exist in other languages.</p></li>
+<li><p>The downside is that you have to remember to run it yourself.</p></li>
+</ul>
+<p>We will try to
+keep things simple so that those who do not use Python can follow.</p>
+<div class="admonition-local-1-create-a-minimal-pytest-example-15-min exercise important admonition" id="exercise-0">
+<p class="admonition-title">Local-1: Create a minimal Pytest example (15 min)</p>
+<p>In this exercise, we will create a minimal example using
+the <a class="reference external" href="http://doc.pytest.org">pytest</a>, run the test, and show what
+happens when a test breaks.</p>
+<ol class="arabic">
+<li><p>Create a new directory and change into it:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>mkdir<span class="w"> </span>pytest-example
+<span class="gp">$ </span><span class="nb">cd</span><span class="w"> </span>pytest-example
+</pre></div>
+</div>
+</li>
+<li><p>Then create a file called <code class="docutils literal notranslate"><span class="pre">example.py</span></code> and copy-paste the following code into it:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+</pre></div>
+</div>
+<p>This code contains one genuine function and a test function.
+<code class="docutils literal notranslate"><span class="pre">pytest</span></code> finds any functions beginning with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and treats them
+as tests.</p>
+</li>
+<li><p>Let us try to test it with pytest:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add PASSED</span>
+
+<span class="go">========================================================= 1 passed in 0.01 seconds ===============================</span>
+</pre></div>
+</div>
+<p>Yay! The test passed!</p>
+<p>Hint for participants trying this inside Spyder or IPython: try <code class="docutils literal notranslate"><span class="pre">!pytest</span> <span class="pre">-v</span> <span class="pre">example.py</span></code>.</p>
+</li>
+<li><p>Let us break the test!
+Introduce a code change which breaks the code and check
+whether pytest detects the change:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>pytest<span class="w"> </span>-v<span class="w"> </span>example.py
+
+<span class="go">============================================================ test session starts =================================</span>
+<span class="go">platform linux -- Python 3.7.2, pytest-4.3.1, py-1.8.0, pluggy-0.9.0 -- /home/user/pytest-example/venv/bin/python3</span>
+<span class="go">cachedir: .pytest_cache</span>
+<span class="go">rootdir: /home/user/pytest-example, inifile:</span>
+<span class="go">collected 1 item</span>
+
+<span class="go">example.py::test_add FAILED</span>
+
+<span class="go">================================================================= FAILURES =======================================</span>
+<span class="go">_________________________________________________________________ test_add _______________________________________</span>
+
+<span class="go">    def test_add():</span>
+<span class="go">&gt;       assert add(2, 3) == 5</span>
+<span class="go">E       assert -1 == 5</span>
+<span class="go">E         --1</span>
+<span class="go">E         +5</span>
+
+<span class="go">example.py:6: AssertionError</span>
+<span class="go">========================================================= 1 failed in 0.05 seconds ==============</span>
+</pre></div>
+</div>
+<p>Notice how pytest is smart and includes context: lines that failed,
+values of the relevant variables.</p>
+</li>
+</ol>
+</div>
+<div class="admonition-optional-local-2-create-a-test-that-considers-numerical-tolerance-10-min exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) Local-2: Create a test that considers numerical tolerance (10 min)</p>
+<p>Let’s see an example where the test has to be more clever in order to
+avoid false negative.</p>
+<p>In the above exercise we have compared integers.  In this optional exercise we
+want to learn how to compare floating point numbers since they are more tricky
+(see also <a class="reference external" href="https://floating-point-gui.de/">“What Every Programmer Should Know About Floating-Point Arithmetic”</a>).</p>
+<p>The following test will fail and this might be surprising. Try it out:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.3</span>
+</pre></div>
+</div>
+<p>Your goal: find a more robust way to test this addition.</p>
+</div>
+<div class="admonition-solution-local-2 solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution: Local-2</p>
+<p>One solution is to use
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pytest</span> <span class="kn">import</span> <span class="n">approx</span>
+
+<span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">==</span> <span class="n">approx</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>But maybe you didn’t know about
+<a class="reference external" href="https://docs.pytest.org/en/4.6.x/reference.html#pytest-approx">pytest.approx</a>:
+and did this instead:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="nb">abs</span><span class="p">(</span><span class="n">result</span> <span class="o">-</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0e-7</span>
+</pre></div>
+</div>
+<p>This is OK but the <code class="docutils literal notranslate"><span class="pre">1.0e-7</span></code> can be a bit arbitrary.</p>
+</div>
+<hr class="docutils" />
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>pytest collects and runs all test functions starting with
+<code class="docutils literal notranslate"><span class="pre">test_</span></code>. If run on a directory, it collects all files matching <code class="docutils literal notranslate"><span class="pre">test_*.py</span></code></p></li>
+<li><p>Python and C/C++ have better tooling for automated tests than Fortran and you can use those also for Fortran projects (via <code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code>).</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-continuous-integration"></span><section id="automated-testing">
+<h2>Automated testing<a class="headerlink" href="#automated-testing" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="continuous-integration">
+<h3>Continuous integration<a class="headerlink" href="#continuous-integration" title="Link to this heading"></a></h3>
+<p>We will now learn to set up automatic tests using either GitHub Actions or
+GitLab CI - you can choose which one to use and instructions are provided for both.</p>
+<p>This exercise can be run in “collaborative mode” by following instead the instructions
+in <a class="reference internal" href="index.html#document-full-cycle-ci"><span class="doc std std-doc">Full-cycle collaborative workflow</span></a>. In the collaborative version steps
+C-D below are performed by a collaborator.</p>
+<div class="admonition-exercise-ci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab exercise important admonition" id="exercise-0">
+<p class="admonition-title">Exercise CI-1: Create and use a continuous integration workflow on GitHub or GitLab</p>
+<p>In this exercise, we will:</p>
+<ul class="simple">
+<li><p><strong>A.</strong> Create and add code to a repository on GitHub/GitLab (or, alternatively, fork and clone an existing example repository)</p></li>
+<li><p><strong>B.</strong> Set up tests with GitHub Actions/ GitLab CI</p></li>
+<li><p><strong>C.</strong> Find a bug in our repository and open an issue to report it</p></li>
+<li><p><strong>D.</strong> Fix the bug on a bugfix branch and open a pull request (GitHub)/ merge request (GitLab)</p></li>
+<li><p><strong>E.</strong> Merge the pull/merge request and see how the issue is automatically closed.</p></li>
+<li><p><strong>F.</strong> Create a test to increase the code coverage of our tests.</p></li>
+</ul>
+</div>
+<section id="prerequisites">
+<h4>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h4>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.
+If you are new to pull requests / merge requests, you can learn all about them
+in the <a class="reference external" href="https://coderefinery.github.io/git-collaborative/">Collaborative Git lesson</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo">
+<h4>Step 1: Create a new repository on GitHub/GitLab OR fork from the example repo<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab-or-fork-from-the-example-repo" title="Link to this heading"></a></h4>
+<section id="create-a-new-repository">
+<h5>Create a new repository<a class="headerlink" href="#create-a-new-repository" title="Link to this heading"></a></h5>
+<ul class="simple">
+<li><p>Begin by creating a repository called (for example) <em>example-ci</em>.</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Clone the repository (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/example-ci.git</span></code>).</p></li>
+<li><p>Add the following files and code</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>Add a file <code class="docutils literal notranslate"><span class="pre">functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 7</span>
+
+<span class="k">def</span> <span class="nf">multiply</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">*</span> <span class="n">b</span>
+
+<span class="k">def</span> <span class="nf">convert_fahrenheit_to_celsius</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">multiply</span><span class="p">(</span><span class="n">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span> <span class="mi">32</span><span class="p">),</span> <span class="mi">9</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span> <span class="c1"># &lt;-- Fix this in step 7</span>
+</pre></div>
+</div>
+<p>and a file <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">add</span><span class="p">,</span> <span class="n">subtract</span><span class="p">,</span> <span class="n">multiply</span>
+<span class="kn">from</span> <span class="nn">functions</span> <span class="kn">import</span> <span class="n">convert_fahrenheit_to_celsius</span> <span class="k">as</span> <span class="n">f2c</span>
+<span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1"># def test_convert_fahrenheit_to_celsius():</span>
+<span class="c1">#    assert f2c(32) == 0</span>
+<span class="c1">#    assert f2c(122) == pytest.approx(50)</span>
+<span class="c1">#    with pytest.raises(AssertionError):</span>
+<span class="c1">#        f2c(-600)</span>
+
+</pre></div>
+</div>
+<p>Finally, stage the files (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><ul>
+<li><p>Make a folder <code class="docutils literal notranslate"><span class="pre">rtestingexample</span></code></p></li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">DESCRIPTION</span></code> with the following contents:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Package</span><span class="p">:</span> <span class="n">rtestingexample</span>
+<span class="n">Title</span><span class="p">:</span> <span class="n">Testing</span> <span class="n">package</span> <span class="k">for</span> <span class="n">R</span> <span class="ow">and</span> <span class="n">github</span> <span class="n">actions</span>
+<span class="n">Version</span><span class="p">:</span> <span class="mf">0.0.0.9000</span>
+<span class="n">Authors</span><span class="nd">@R</span><span class="p">:</span>
+    <span class="n">person</span><span class="p">(</span><span class="s2">&quot;Your&quot;</span><span class="p">,</span> <span class="s2">&quot;Name&quot;</span><span class="p">,</span> <span class="p">,</span> <span class="s2">&quot;none@example.com&quot;</span><span class="p">,</span> <span class="n">role</span> <span class="o">=</span> <span class="n">c</span><span class="p">(</span><span class="s2">&quot;aut&quot;</span><span class="p">,</span> <span class="s2">&quot;cre&quot;</span><span class="p">),</span>
+          <span class="p">)</span>
+<span class="n">Author</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span>
+<span class="n">Maintainer</span><span class="p">:</span> <span class="n">Your</span> <span class="n">Name</span> <span class="o">&lt;</span><span class="n">none</span><span class="nd">@example</span><span class="o">.</span><span class="n">com</span><span class="o">&gt;</span>
+<span class="n">Description</span><span class="p">:</span> <span class="n">Just</span> <span class="n">a</span> <span class="n">few</span> <span class="n">functions</span> <span class="n">that</span> <span class="n">are</span> <span class="n">being</span> <span class="n">tested</span><span class="o">.</span>
+<span class="n">License</span><span class="p">:</span> <span class="n">MIT</span>
+<span class="n">Encoding</span><span class="p">:</span> <span class="n">UTF</span><span class="o">-</span><span class="mi">8</span>
+<span class="n">Depends</span><span class="p">:</span> <span class="n">testthat</span>
+<span class="n">Roxygen</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="n">markdown</span> <span class="o">=</span> <span class="n">TRUE</span><span class="p">)</span>
+<span class="n">RoxygenNote</span><span class="p">:</span> <span class="mf">7.2.3</span>
+</pre></div>
+</div>
+</li>
+<li><p>In that folder create a file <code class="docutils literal notranslate"><span class="pre">NAMESPACE</span></code> with the following content:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Default NAMESPACE created by R</span>
+<span class="c1"># Remove the previous line if you edit this file</span>
+
+<span class="c1"># Export all names</span>
+<span class="n">exportPattern</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)</span>
+
+<span class="c1"># Import all packages listed as Imports or Depends</span>
+<span class="n">import</span><span class="p">(</span>
+<span class="n">testthat</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">R</span></code> (this will contain all functions of the package)</p></li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">R</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">functions.R</span></code>with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">add</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">subtract</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">multiply</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">a</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">b</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">convert_fahrenheit_to_celsius</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">){</span>
+<span class="w">    </span><span class="n">C_temp</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">multiply</span><span class="p">(</span><span class="nf">subtract</span><span class="p">(</span><span class="n">fahrenheit</span><span class="p">,</span><span class="m">32</span><span class="p">),</span><span class="m">5</span><span class="o">/</span><span class="m">9</span><span class="p">);</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">C_temp</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</li>
+<li><p>create a subfolder <code class="docutils literal notranslate"><span class="pre">tests</span></code></p></li>
+<li><p>in <code class="docutils literal notranslate"><span class="pre">tests</span></code> create a folder <code class="docutils literal notranslate"><span class="pre">testthat</span></code> and a file <code class="docutils literal notranslate"><span class="pre">testthat.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># This file is part of the standard setup for testthat.</span>
+<span class="c1"># It is recommended that you do not modify it.</span>
+<span class="c1">#</span>
+<span class="c1"># Where should you do additional test configuration?</span>
+<span class="c1"># Learn more about the roles of various files in:</span>
+<span class="c1"># * https://r-pkgs.org/tests.html</span>
+<span class="c1"># * https://testthat.r-lib.org/reference/test_package.html#special-files</span>
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="n">rtestingexample</span><span class="p">)</span>
+
+<span class="nf">test_check</span><span class="p">(</span><span class="s">&quot;rtestingexample&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>in the <code class="docutils literal notranslate"><span class="pre">testthat</span></code> folder create a file <code class="docutils literal notranslate"><span class="pre">test-functions.R</span></code> with the following content:</p>
+<div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="n">desc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Add&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">c</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">add</span><span class="p">(</span><span class="m">2</span><span class="p">,</span><span class="m">3</span><span class="p">);</span><span class="w">   </span><span class="c1"># Runs the function</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is the correct value</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">c</span><span class="p">,</span><span class="m">5</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1"># Test that the result is numeric</span>
+<span class="w">  </span><span class="nf">expect_true</span><span class="p">(</span><span class="nf">is.numeric</span><span class="p">(</span><span class="n">c</span><span class="p">));</span>
+<span class="p">})</span>
+
+<span class="c1"># uncomment the following test in step 11</span>
+<span class="c1">#test_that(desc = &quot;Fahrenheit to Celsius&quot;, code = {</span>
+<span class="c1">#</span>
+<span class="c1">#  temp_C &lt;- convert_fahrenheit_to_celsius(50);</span>
+<span class="c1">#  expect_equal(temp_C,10);</span>
+<span class="c1">#  expect_true(is.numeric(temp_C));</span>
+<span class="c1">#})</span>
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#test_that(desc = &quot;Subtract&quot;, code = {</span>
+<span class="c1">#  c &lt;- subtract(3,2);</span>
+<span class="c1">#  expect_equal(c,1);</span>
+<span class="c1">#  expect_true(is.numeric(c));</span>
+<span class="c1">#})</span>
+</pre></div>
+</div>
+</li>
+</ul>
+</div></div>
+</section>
+<section id="fork-and-clone-an-existing-example-repository">
+<h5>Fork and clone an existing example repository<a class="headerlink" href="#fork-and-clone-an-existing-example-repository" title="Link to this heading"></a></h5>
+<ul class="simple">
+<li><p>Fork the example repo. There are two options one for <a class="reference external" href="https://github.com/AaltoRSE/PyTestingExample">python</a> and one for <a class="reference external" href="https://github.com/AaltoRSE/RTestingExample">R</a>.</p></li>
+<li><p>Clone your fork (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">git&#64;github.com:&lt;yourGitID&gt;/&lt;Py/R&gt;TestingExample.git</span></code>).</p></li>
+</ul>
+</section>
+</section>
+<section id="step-2-run-tests-locally">
+<h4>Step 2: Run tests locally<a class="headerlink" href="#step-2-run-tests-locally" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>You can now run your tests locally with</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pytest</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>You can now run your tests (and a complete check of this package) locally by running:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Rscript -e &#39;testthat::test_local()&#39;`
+</pre></div>
+</div>
+<blockquote>
+<div><p><strong><em>NOTE:</em></strong> You might need to install the testthat package before you can run the command above ( in R <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>)</p>
+</div></blockquote>
+</div></div>
+</section>
+<section id="step-3-enable-automated-testing">
+<h4>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-2-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-2-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-2-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Configure”
+under Python Application:</p>
+<figure class="align-default" id="id1">
+<img alt="Selecting a Python workflow" src="_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Modify the highlited lines according to the action below. This will add a code coverage
+report to new pull requests. The if clause restricts this to pull requests, as otherwise
+this action would not have a target to write the reports to. On pushes only the unittesting is run.</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a variety of Python versions</span>
+<span class="c1"># For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python package</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="s">&quot;main&quot;</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">permissions</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">contents</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">read</span>
+<span class="hll"><span class="w">      </span><span class="nt">pull-requests</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">write</span>
+</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.10</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v3</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;3.10&quot;</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="hll"><span class="w">        </span><span class="no">python -m pip install flake8 pytest pytest-cov</span>
+</span><span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest and calculate coverage</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="hll"><span class="w">        </span><span class="no">pytest --cov-report &quot;xml:coverage.xml&quot;  --cov=.</span>
+</span><span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Create Coverage</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ github.event_name == &#39;pull_request&#39; }}</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">orgoro/coverage@v3</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">coverageFile</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage.xml</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">token</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id2">
+<img alt="Committing the change" src="_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">test_functions.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</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>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="_images/gl_action_commit.png"><img alt="Committing the change" src="_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-2-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Unfortunately, as of the creation of this lecture, the default “R package action”
+that is suggested by github is quite complex and not really fit for our purpose. Instead we will create our own
+workflow as detailed below.
+So first click on the “ set up a workflow yourself” link above the “Search workflows” field.</p>
+<p>GitHub creates a “main.yml” file that we can now modify as needed.</p>
+<ul>
+<li><p>First, replace the name by a more descriptive one (e.g. r_testing.yml)</p></li>
+<li><p>Then add the following code to the file:</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># Workflow derived from https://github.com/r-lib/actions/tree/v2/examples</span>
+<span class="c1"># Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help</span>
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">main</span><span class="p p-Indicator">]</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test-coverage</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">test-coverage</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+<span class="w">    </span><span class="nt">env</span><span class="p">:</span>
+<span class="w">      </span><span class="nt">GITHUB_PAT</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ secrets.GITHUB_TOKEN }}</span>
+<span class="w">    </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">R</span>
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v3</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Setup R</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">use-public-rspm</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">r-lib/actions/setup-r-dependencies@v2</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="hll"><span class="w">          </span><span class="nt">extra-packages</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::covr</span>
+</span><span class="hll"><span class="w">            </span><span class="no">any::rcmdcheck</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">needs</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">            </span><span class="no">coverage</span>
+</span><span class="hll"><span class="w">            </span><span class="no">check</span>
+</span><span class="hll"><span class="w">          </span><span class="nt">working-directory</span><span class="p">:</span><span class="w"> </span><span class="s">&#39;rtestingexample&#39;</span>
+</span><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test coverage</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">covr::codecov(</span>
+<span class="w">            </span><span class="no">quiet = FALSE,</span>
+<span class="w">            </span><span class="no">clean = FALSE,</span>
+<span class="hll"><span class="w">            </span><span class="no">path = &quot;rtestingexample&quot;,</span>
+</span><span class="w">            </span><span class="no">install_path = file.path(Sys.getenv(&quot;RUNNER_TEMP&quot;), &quot;package&quot;)</span>
+<span class="w">          </span><span class="no">)</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Rscript {0}</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Show testthat output</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">always()</span>
+<span class="w">        </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">          </span><span class="no">## --------------------------------------------------------------------</span>
+<span class="w">          </span><span class="no">find ${{ runner.temp }}/package -name &#39;testthat.Rout*&#39; -exec cat &#39;{}&#39; \; || true</span>
+<span class="w">        </span><span class="nt">shell</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">bash</span>
+
+<span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Upload test results</span>
+<span class="w">        </span><span class="nt">if</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">failure()</span>
+<span class="w">        </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/upload-artifact@v3</span>
+<span class="w">        </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">          </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">coverage-test-failures</span>
+<span class="w">          </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">${{ runner.temp }}/package</span>
+</pre></div>
+</div>
+<p>The action is a modified version of the action generated by <a class="reference external" href="https://covr.r-lib.org/">covr</a> using the <code class="docutils literal notranslate"><span class="pre">usethis::use_github_action(&quot;test-coverage&quot;)</span></code> command.
+It is built up from several actions provided by the <a class="reference external" href="https://github.com/r-lib/actions">r-lib project</a>, along with the test/coverage commands.</p>
+</li>
+</ul>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id4">
+<img alt="Committing the change" src="_images/gh_action_commit.png" />
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h4>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-R2l0SHViLVB5dGhvbg==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tab" tabindex="0">GitHub-Python</button><button aria-controls="panel-3-R2l0TGFiLVB5dGhvbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tab" tabindex="-1">GitLab-Python</button><button aria-controls="panel-3-R2l0SHViLVI=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tab" tabindex="-1">GitHub-R</button></div><div aria-labelledby="tab-3-R2l0SHViLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" id="panel-3-R2l0SHViLVB5dGhvbg==" name="R2l0SHViLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0TGFiLVB5dGhvbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0TGFiLVB5dGhvbg==" name="R2l0TGFiLVB5dGhvbg==" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-3-R2l0SHViLVI=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-R2l0SHViLVI=" name="R2l0SHViLVI=" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id7">
+<img alt="Verify that the test passed" src="_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id7" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h4>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h4>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">test_functions.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h4>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h4>
+<p>Open a new issue in your repository about the broken test (click the
+“Issues” button on GitHub or GitLab and write a title for the issue).
+The plan is that we will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fix-the-broken-test">
+<h4>Step 7: Fix the broken test<a class="headerlink" href="#step-7-fix-the-broken-test" title="Link to this heading"></a></h4>
+<p>Now fix the code <strong>on a new branch</strong>, you can call it <code class="docutils literal notranslate"><span class="pre">yourname/bugfix</span></code>.
+After you have fixed the code on the new branch, commit the following
+commit message <code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that
+you try to fix issue number 1).</p>
+<div class="admonition-shortcut callout admonition" id="callout-0">
+<p class="admonition-title">Shortcut</p>
+<p>Here it’s perfectly possible to take a shortcut and commit and push
+directly to the main branch. If you do this, steps 8-9 below are skipped.</p>
+<ul class="simple">
+<li><p>When would you push directly to the main branch, and when would you send a
+pull/merge request?</p></li>
+</ul>
+</div>
+<p>Then push to your repository.</p>
+</section>
+<section id="step-8-open-a-pull-request-github-merge-request-gitlab">
+<h4>Step 8: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-8-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h4>
+<p>Go back to the repository on GitHub or GitLab and open a pull/merge
+request. <strong>In a collaborative setting, you could request a code
+review from collaborators at this stage.</strong> Before accepting the
+pull/merge request, observe how GitHub Actions/ Gitlab CI
+automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you
+can still add it to the pull/merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#1</span></code>.</p>
+</section>
+<section id="step-9-accept-the-pull-merge-request">
+<h4>Step 9: Accept the pull/merge request<a class="headerlink" href="#step-9-accept-the-pull-merge-request" title="Link to this heading"></a></h4>
+<p>Observe how accepting the pull/merge request automatically closes the issue (provided
+the commit message or the pull/merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="step-10-increase-your-code-coverage">
+<h4>Step 10: Increase your code coverage<a class="headerlink" href="#step-10-increase-your-code-coverage" title="Link to this heading"></a></h4>
+<p>We are currently missing several functions in our tests. Write a test for the <code class="docutils literal notranslate"><span class="pre">multiply</span></code> function in a new branch and create a pull request.
+On python you can directly observe the increase in code coverage.
+On R you can have a look at the action (<code class="docutils literal notranslate"><span class="pre">Actions</span> <span class="pre">-&gt;</span> <span class="pre">last</span> <span class="pre">run</span> <span class="pre">of</span> <span class="pre">your</span> <span class="pre">action</span> <span class="pre">-&gt;</span> <span class="pre">Select</span> <span class="pre">a</span> <span class="pre">job</span> <span class="pre">-&gt;</span> <span class="pre">Test</span> <span class="pre">coverage</span></code>). If you compare this with the
+previous run, you should see an increase once the update is in.</p>
+</section>
+<section id="step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function">
+<h4>Step 11 (optional): Repeat steps 5-9 for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function:<a class="headerlink" href="#step-11-optional-repeat-steps-5-9-for-the-convert-fahrenheit-to-celsius-function" title="Link to this heading"></a></h4>
+<p>Repetition helps learning, so let’s do the testing again for our <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function.
+Uncomment the test for the <code class="docutils literal notranslate"><span class="pre">convert_fahrenheit_to_celsius</span></code> function and repeat steps 5 to 9 fixing the bug this test exposes.</p>
+</section>
+<section id="discussion">
+<h4>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h4>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h3>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>This workflow is very useful for collaborators who work on the same code and it works both for
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/02-centralized/">centralized</a> and
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/">forking</a> workflows - have a look at this
+<a class="reference internal" href="index.html#document-full-cycle-ci"><span class="doc std std-doc">alternative exercise</span></a> to see how that works.</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-test-design"></span><section id="test-design">
+<h2>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can different types of functions and classes be tested?</p></li>
+<li><p>How can the integrity of a complete program be monitored over time?</p></li>
+<li><p>How can functions that involve random numbers be tested?</p></li>
+</ul>
+</div>
+<p>In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.</p>
+<div class="admonition-exercise-instructions discussion important admonition" id="discussion-0">
+<p class="admonition-title">Exercise instructions</p>
+<p><strong>For the instructor</strong></p>
+<ul class="simple">
+<li><p>First motivate and give a quick tour of all exercises below (10 minutes).</p></li>
+<li><p>Emphasize that the focus of this episode is <em>design</em>. It is OK to only discuss in groups and not write code.</p></li>
+</ul>
+<p><strong>During exercise session</strong></p>
+<ul class="simple">
+<li><p>Choose the exercise which interests you most. There are many more exercises than we would have time for.</p></li>
+<li><p>Discuss what testing framework can be used to implement the test.</p></li>
+<li><p>Keep notes, questions, and answers in the collaborative document.</p></li>
+</ul>
+<p><strong>Once we return to stream</strong></p>
+<ul class="simple">
+<li><p>Discussion about experiences learned.</p></li>
+</ul>
+</div>
+<div class="admonition-language-specific-instructions callout admonition" id="callout-0">
+<p class="admonition-title">Language-specific instructions</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>The suggested solutions below use pytest. Further information can
+be found in the <a class="reference internal" href="index.html#pytest-ref"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><p>The suggested solutions below use Catch2. Further information can
+be found in the <a class="reference internal" href="index.html#catch2"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>The suggested solutions below use testthat. Further information can
+be found in the <a class="reference internal" href="index.html#testthat"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><p>The suggested solutions below use Test. Further information can
+be found in the <a class="reference internal" href="index.html#test"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><p>The suggested solutions below use pFUnit. Further information on how to install
+pFUnit and set up tests can
+be found in the <a class="reference internal" href="index.html#pfunit"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div></div>
+</div>
+<section id="pure-and-impure-functions">
+<h3>Pure and impure functions<a class="headerlink" href="#pure-and-impure-functions" title="Link to this heading"></a></h3>
+<p>Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.</p>
+<div class="admonition-design-1-design-a-test-for-a-function-that-receives-a-number-and-returns-a-number exercise important admonition" id="exercise-0">
+<p class="admonition-title">Design-1: Design a test for a function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="nf">factorial</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">result</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">i</span>
+<span class="w">  </span><span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">result</span><span class="w"> </span><span class="o">*=</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! computes the factorial of n</span>
+<span class="w">   </span><span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">r</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">i</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Received negative input&#39;</span>
+<span class="w">         </span><span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">do </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+<span class="w">         </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">r</span><span class="o">*</span><span class="n">i</span>
+<span class="w">      </span><span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div><p>Discussion point: The factorial grows very rapidly. What happens if you
+pass a large number as argument to the function?</p>
+</div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;factorial.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[factorial]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="m">6</span><span class="p">)</span>
+<span class="w">  </span><span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+<span class="w">  </span><span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test factorial function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_factorial</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">factorial_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="s1">&#39;factorial(5)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_factorial</span>
+</pre></div>
+</div>
+</div></div>
+<p>Notes on the discussion point: Programming languages differ in the way they deal with integer
+overflow. Python automatically converts to the necessary <code class="docutils literal notranslate"><span class="pre">long</span></code> type, in Julia you would
+observe a “wrap-around”, in C/C++ you get undefined behaviour for signed integers.
+Testing for overflow likewise depends on the language.</p>
+</div>
+</div>
+<div class="admonition-design-2-design-a-test-for-a-function-that-receives-two-strings-and-returns-a-number exercise important admonition" id="exercise-1">
+<p class="admonition-title">Design-2: Design a test for a function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-3-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">  </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-1">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-4-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-4-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-3-design-a-test-for-a-function-which-reads-a-file-and-returns-a-number exercise important admonition" id="exercise-2">
+<p class="admonition-title">Design-3: Design a test for a function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-5-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-5-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;streambuf&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ifstream</span><span class="w"> </span><span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+<span class="w">		   </span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0l</span><span class="n">u</span><span class="p">;</span><span class="w"> </span><span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">line</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">    </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;r&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">file</span>
+<span class="w">        </span><span class="n">lines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-2">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-6-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-6-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">namespace</span><span class="w"> </span><span class="nn">fs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nn">std</span><span class="o">::</span><span class="nn">filesystem</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">tmp_dir</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fpath</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="s">&quot;temp_file&quot;</span><span class="w"> </span><span class="p">};</span>
+
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ofstream</span><span class="w"> </span><span class="nf">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+<span class="w">  </span><span class="n">s</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span><span class="w"> </span><span class="n">fpath</span><span class="w"> </span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">fname</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">tempfile</span><span class="p">()</span>
+<span class="w">  </span><span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">fname</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span>
+<span class="w">    </span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">testio</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mktemp</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span><span class="w"> </span><span class="n">msg</span><span class="p">)</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-4-design-a-test-for-a-function-with-an-external-dependency exercise important admonition" id="exercise-3">
+<p class="admonition-title">Design-4: Design a test for a function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-7-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-7-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;constants.hpp&quot;</span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span><span class="w"> </span><span class="k">class</span><span class="w"> </span><span class="nc">ReactorState</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">FINE</span><span class="p">,</span><span class="w"> </span><span class="n">CRITICAL</span><span class="w"> </span><span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span><span class="w"> </span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+<span class="w">	     </span><span class="o">?</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span>
+<span class="w">	     </span><span class="o">:</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-3">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-8-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-8-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;reactor.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">99</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">100</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w">  </span><span class="c1"># boundary cases easily go wrong</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">101</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test check_reactor_temperature function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w">   </span><span class="c"># boundary cases easily go wrong</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-5-design-a-test-for-a-method-of-a-mutable-class exercise important admonition" id="exercise-4">
+<p class="admonition-title">Design-5: Design a test for a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-9-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-9-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">Pet</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="k">private</span><span class="o">:</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name_</span><span class="p">{};</span>
+
+<span class="w"> </span><span class="k">public</span><span class="o">:</span>
+<span class="w">  </span><span class="k">explicit</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{}</span>
+<span class="w">  </span><span class="kt">void</span><span class="w"> </span><span class="n">go_for_a_walk</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">hunger_</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="w">  </span><span class="c1">// ^-- how would you test this function?</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">hunger_</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">structure</span><span class="p">(</span>
+<span class="w">    </span><span class="nf">list</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">0</span><span class="p">),</span>
+<span class="w">    </span><span class="n">class</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Pet&quot;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span><span class="w"> </span><span class="k">struct</span> <span class="kt">Pet</span>
+<span class="w">    </span><span class="n">name</span><span class="o">::</span><span class="kt">String</span>
+<span class="w">    </span><span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="kt">Pet</span><span class="p">)</span>
+<span class="w">    </span><span class="n">pet</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-4">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-10-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-10-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;fido&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;pet.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[pets]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fido</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">Pet</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;fido&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">-1</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test mutable struct&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="test-driven-development">
+<h3>Test-driven development<a class="headerlink" href="#test-driven-development" title="Link to this heading"></a></h3>
+<div class="admonition-design-6-experience-test-driven-development exercise important admonition" id="exercise-5">
+<p class="admonition-title">Design-6: Experience test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-5">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-11-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-11-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-11-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-11-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-11-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="nf">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;fizzbuzz.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+<span class="w">	</span><span class="s">&quot;1&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;2&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;4&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;7&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;8&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;11&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;13&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;14&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;16&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;17&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;19&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">21</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># define the function</span>
+<span class="n">fizz_buzz</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">number</span><span class="p">){</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="o">!</span><span class="n">number</span><span class="o">%%</span><span class="m">1</span><span class="o">==</span><span class="m">0</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">     </span><span class="nf">stop</span><span class="p">(</span><span class="s">&quot;non-integer or negative input not allowed!&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if </span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span>
+<span class="p">}</span>
+
+<span class="c1"># apply it to the numbers 1 to 50</span>
+<span class="nf">for </span><span class="p">(</span><span class="n">number</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">print</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="n">number</span><span class="p">))</span>
+<span class="p">}</span>
+
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">4</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">15</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span><span class="w">  </span>
+
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1.5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="s">&#39;rabbit&#39;</span><span class="p">))</span><span class="w">    </span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">number</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">14</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">17</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+<span class="w">    </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_result</span>
+
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">fizzbuzz_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! Evaluates the fizzbuzz of n</span>
+<span class="w">   </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="k">function </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="n">str1</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;FizzBuzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Fizz&#39;</span>
+<span class="w">         </span><span class="n">str1</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Buzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="n">n</span><span class="o">&lt;</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Err n&lt;0&#39;</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="nb">char</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end if</span>
+<span class="k">      </span><span class="n">fizzbuzz</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">fizzbuzz</span>
+<span class="k">end module </span><span class="n">fizzbuzz_mod</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_fizzbuzz</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">fizzbuzz_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Fizz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(12)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Buzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">25</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(25)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;FizzBuzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(60)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_fizzbuzz</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="testing-randomness">
+<h3>Testing randomness<a class="headerlink" href="#testing-randomness" title="Link to this heading"></a></h3>
+<p>How would you test functions which generate random numbers
+according to some distribution/statistics?</p>
+<p>Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:</p>
+<ul class="simple">
+<li><p>For unit tests we can use fixed random seeds.</p></li>
+<li><p>Try to test whether your results follow the expected
+distribution/statistics.</p></li>
+<li><p>When you verify your code “by eye”, what are you looking at? Now try
+to express that in a script.</p></li>
+</ul>
+<div class="admonition-design-7-write-two-different-types-of-tests-for-randomness exercise important admonition" id="exercise-6">
+<p class="admonition-title">Design-7: Write two different types of tests for randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-12-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-12-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-12-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;tuple&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;vector&gt;</span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span><span class="w"> </span><span class="o">&lt;</span><span class="k">typename</span><span class="w"> </span><span class="nc">PRNGEngine</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">},</span>
+<span class="w">    </span><span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="n">gen</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// create a fair die</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">weights</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mf">1.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fair_dice</span><span class="w"> </span><span class="o">=</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span><span class="w"> </span><span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">rolls</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0u</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_dice</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">toss</span><span class="p">,</span>
+<span class="w">				</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">				    </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">);</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="c1">// throw all dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">first_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">it_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+<span class="w">  </span><span class="c1">// number of faces that showed the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+<span class="w">  </span><span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+<span class="w">  </span><span class="c1">// the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">idx_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">it_max</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// no yahtzee :(</span>
+<span class="w">  </span><span class="c1">// we throw (n_dice - n_collected) dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">second_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+<span class="w">  </span><span class="c1">// YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// final chance</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">third_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="n">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;We got &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; times in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span>
+<span class="w">	      </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;YAHTZEE in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Roll a fair die num_dice times.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return A vector of die throw results</span>
+<span class="n">roll_dice</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">ceiling</span><span class="p">(</span><span class="nf">runif</span><span class="p">(</span><span class="n">num_dice</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">))</span>
+<span class="p">}</span>
+
+<span class="c1">#&#39; Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return The number of same sides</span>
+<span class="n">yahtzee</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">most_common_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.numeric</span><span class="p">(</span><span class="nf">names</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))]))[</span><span class="m">1</span><span class="p">]</span>
+<span class="w">  </span><span class="n">how_often</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.vector</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))])[</span><span class="m">1</span><span class="p">]</span>
+
+<span class="w">  </span><span class="c1"># we keep the most common side</span>
+<span class="w">  </span><span class="n">target_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">most_common_side</span>
+<span class="w">  </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">how_often</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="c1"># second and third throw</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">2</span><span class="o">:</span><span class="m">3</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">target_side</span><span class="p">)</span>
+
+<span class="w">    </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">return</span><span class="p">(</span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">sides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="c"># we first throw all dice</span>
+<span class="w">    </span><span class="n">first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># count how many times each side comes up</span>
+<span class="w">    </span><span class="n">side_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">sides</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># collected_side is the dice side we will start collecting</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">collected_side</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+<span class="w">    </span><span class="n">second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># final throw...</span>
+<span class="w">    </span><span class="n">third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-6">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-13-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-13-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-13-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-13-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-13-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-13-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-13-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="kn">import</span> <span class="nn">pytest</span>
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tests</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="n">pytest</span><span class="o">.</span><span class="n">approx</span><span class="p">(</span><span class="mf">0.046</span><span class="p">,</span> <span class="nb">abs</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;yahtzee.hpp&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[toss]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+
+<span class="w">  </span><span class="c1">// we fix both the random device and the random engine.</span>
+<span class="w">  </span><span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">mt19937</span><span class="w"> </span><span class="n">prng</span><span class="p">;</span>
+<span class="w">  </span><span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_1</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_1</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_2</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_2</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_3</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_3</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// try a million throws and see if we get close</span>
+<span class="w">  </span><span class="c1">// to the statistical average of 4.6%</span>
+<span class="w">  </span><span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_trials</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1e6</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_trials</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_tests</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">if </span><span class="p">(</span><span class="o">!</span><span class="nf">require</span><span class="p">(</span><span class="n">testthat</span><span class="p">))</span><span class="w"> </span><span class="nf">install.packages</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;dice is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">set.seed</span><span class="p">(</span><span class="m">42</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">3</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">3</span><span class="p">))</span>
+<span class="p">})</span>
+
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;yahtzee is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">n_games</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1e6</span><span class="w"> </span><span class="c1">#could be very slow, when in doubt change to 1e4</span>
+
+<span class="w">  </span><span class="n">n_winning</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="nf">replicate</span><span class="p">(</span><span class="n">n_games</span><span class="p">,</span><span class="w"> </span><span class="nf">yahtzee</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">n_winning</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_games</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0.046</span>
+<span class="w">  </span><span class="nf">expect_lt</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected</span><span class="p">),</span><span class="w"> </span><span class="m">0.003</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="n">include</span><span class="p">(</span><span class="s">&quot;yahtzee.jl&quot;</span><span class="p">)</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;test roll_dice&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># fix random seed</span>
+<span class="w">    </span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+<span class="w">    </span><span class="c"># known sequence for given seed</span>
+<span class="w">    </span><span class="n">exp_first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_first_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_second_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;testing yahtzee&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># try a million throws and see if we get close</span>
+<span class="w">    </span><span class="c"># to the statistical average of 4.6%</span>
+<span class="w">    </span><span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">    </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">n_tests</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1_000_000</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+<span class="w">        </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">            </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">0.046</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="designing-an-end-to-end-test">
+<h3>Designing an end-to-end test<a class="headerlink" href="#designing-an-end-to-end-test" title="Link to this heading"></a></h3>
+<p>In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.</p>
+<div class="admonition-design-8-design-but-not-write-an-end-to-end-test-for-the-uniq-program exercise important admonition" id="exercise-7">
+<p class="admonition-title">Design-8: Design (but not write) an end-to-end test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>How would you write an end-to-end test for <code class="docutils literal notranslate"><span class="pre">uniq</span></code>?</p>
+</div>
+<div class="admonition-design-9-more-end-to-end-testing exercise important admonition" id="exercise-8">
+<p class="admonition-title">Design-9: More end-to-end testing</p>
+<ul class="simple">
+<li><p>Now imagine a code which reads numbers and produces some (floating
+point) numbers. How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<div class="admonition-design-10-create-an-actual-end-to-end-test exercise important admonition" id="exercise-9">
+<p class="admonition-title">Design-10: Create an actual end-to-end test</p>
+<p>Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)</p>
+<p>We’ll use the word-count example repository
+<a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>.</p>
+<p>As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>statistics/count.py<span class="w"> </span>data/abyss.txt
+</pre></div>
+</div>
+<p>Your goal is to make a test that can run this and let you know if it’s
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: <code class="docutils literal notranslate"><span class="pre">the</span> <span class="pre">4044</span></code> and <code class="docutils literal notranslate"><span class="pre">and</span> <span class="pre">2807</span></code>.</p>
+<p>Python hint:
+<a class="reference external" href="https://docs.python.org/3/library/subprocess.html#subprocess.check_output">subprocess.check_output</a>
+will run a command and return its output as a string.</p>
+<p>Bash hint: <code class="docutils literal notranslate"><span class="pre">COMMAND</span> <span class="pre">|</span> <span class="pre">grep</span> <span class="pre">&quot;PATTERN&quot;</span></code> (“pipe to grep”) will be true if
+the pattern is in the command.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-7">
+<p class="admonition-title">Solution</p>
+<p>There are two solutions in the repository already, in the <code class="docutils literal notranslate"><span class="pre">tests/</span></code>
+dierectory <a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.</p>
+<p>The shell one works with shell and prints a bit more output:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>sh<span class="w"> </span>tests/end-to-end-shell.sh
+<span class="go">the 4044</span>
+<span class="go">Success: &#39;the&#39; found correct number of times</span>
+<span class="go">and 2807</span>
+<span class="go">Success: &#39;and&#39; found correct number of times</span>
+<span class="go">Success</span>
+</pre></div>
+</div>
+<p>The Python one:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>tests/end-to-end-python.py
+<span class="go">Success</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Pure functions (these are functions without side-effects) are easiest to test.
+And also easiest to reuse in another code project since they don’t depend on
+any side-effects.</p></li>
+<li><p>Classes can be tested but it’s somewhat more elaborate.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-conclusions"></span><section id="conclusions-and-recommendations">
+<h2>Conclusions and recommendations<a class="headerlink" href="#conclusions-and-recommendations" title="Link to this heading"></a></h2>
+<section id="the-basics">
+<h3>The basics<a class="headerlink" href="#the-basics" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Learn one test framework well enough for basics</p>
+<ul>
+<li><p>Explore and use the good tools that exist out there</p></li>
+<li><p>An incomplete list of testing frameworks can be found in the <a class="reference internal" href="index.html#document-quick-reference"><span class="doc std std-doc">Quick Reference</span></a></p></li>
+</ul>
+</li>
+<li><p>Start with some basics</p>
+<ul>
+<li><p>Some simple thing that test all parts</p></li>
+</ul>
+</li>
+<li><p>Automate tests</p>
+<ul>
+<li><p>Faster feedback and reduce the number of surprises</p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="going-more-in-depth">
+<h3>Going more in-depth<a class="headerlink" href="#going-more-in-depth" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Strike a healthy balance between unit tests and integration tests</p></li>
+<li><p>As the code gets larger and the chance of undetected bugs
+increases, tests should increase</p></li>
+<li><p>When adding new functionality, also add tests</p></li>
+<li><p>When you discover and fix a bug, also commit a test against this bug</p></li>
+<li><p>Use code coverage analysis to identify untested or unused code</p></li>
+<li><p>If you make your code easier to test, it becomes more modular</p></li>
+</ul>
+</section>
+<section id="ways-to-get-started">
+<h3>Ways to get started<a class="headerlink" href="#ways-to-get-started" title="Link to this heading"></a></h3>
+<p>You probably won’t do everything perfectly when you start off… But
+what are some of the easy starting points?</p>
+<ul class="simple">
+<li><p>Do you have some single functions that are easy to test, but hard to
+verify just by looking at them?  Add unit tests.</p></li>
+<li><p>Do you have data analysis or simulation of some sort?  Make an
+end-to-end test with sample data, or sample parameters.  This is
+useful as an example anyway.</p></li>
+<li><p>A local testing framework + GitHub actions is very easy!  And works
+well in the background - you do whatever you want and get an email
+if you break things.  It’s actually pretty freeing.</p></li>
+</ul>
+</section>
+</section>
+<span id="document-full-cycle-ci"></span><section id="optional-full-cycle-collaborative-workflow">
+<h2>(Optional) Full-cycle collaborative workflow<a class="headerlink" href="#optional-full-cycle-collaborative-workflow" title="Link to this heading"></a></h2>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can we implement automatic testing each time we push changes to the repository?</p></li>
+<li><p>Why is it good to autoclose issues with commit messages?</p></li>
+</ul>
+</div>
+<section id="exercise-a-full-cycle-collaborative-workflow">
+<h3>Exercise a full-cycle collaborative workflow<a class="headerlink" href="#exercise-a-full-cycle-collaborative-workflow" title="Link to this heading"></a></h3>
+<p>This exercise is a collaborative version of the <a class="reference internal" href="index.html#document-continuous-integration"><span class="doc std std-doc">Automated testing exercise</span></a>.</p>
+<div class="admonition-fullci-1-create-and-use-a-continuous-integration-workflow-on-github-or-gitlab-with-pull-requests-and-issues exercise important admonition" id="exercise-0">
+<p class="admonition-title">FullCI-1: Create and use a continuous integration workflow on GitHub or GitLab with pull requests and issues</p>
+<p>This is an expanded version of the <a class="reference internal" href="index.html#document-continuous-integration"><span class="doc">automated testing demonstration</span></a>.
+The exercise is performed in a collaborative circle within the exercise group
+(breakout room).</p>
+<p>The exercise takes 20-30 minutes.</p>
+<p>In this exercise, everybody will:</p>
+<p><strong>A.</strong> Create a repository on GitHub/GitLab (everybody should use a <strong>different repository name</strong> for their repository)
+<strong>B.</strong> Commit code to the repository and set up tests with GitHub Actions/ GitLab CI
+<strong>C.</strong> Everybody will find a bug in their repository and open an issue in their repository
+<strong>D.</strong> Then each one will clone the repo of one of their exercise partners, fix the bug,
+and open a pull request (GitHub)/ merge request (GitLab)
+<strong>E.</strong> Everybody then merges their co-worker’s change</p>
+</div>
+<figure class="align-default" id="id1">
+<a class="reference internal image-reference" href="_images/testing_group_work.png"><img alt="Graph with exercise steps" src="_images/testing_group_work.png" style="width: 300px;" /></a>
+<figcaption>
+<p><span class="caption-text">Overview of this exercise. Below we detail the steps.</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<section id="prerequisites">
+<h4>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h4>
+<p>If you are new to Git, you can find a step-by-step guide to
+setting up repositories and making commits in
+<a class="reference external" href="https://coderefinery.github.io/git-refresher/">this git-refresher material</a>.</p>
+</section>
+<section id="step-1-create-a-new-repository-on-github-gitlab">
+<h4>Step 1: Create a new repository on GitHub/GitLab<a class="headerlink" href="#step-1-create-a-new-repository-on-github-gitlab" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Select a <strong>different repository name</strong> than your colleagues (otherwise forking the same name will be strange)</p></li>
+<li><p><strong>Before</strong> you create the repository, select <strong>“Initialize this repository
+with a README”</strong> (otherwise you try to clone an empty repo).</p></li>
+<li><p>Share the repository URL with your exercise group via shared document or chat</p></li>
+</ul>
+</section>
+<section id="step-2-clone-your-own-repository-add-code-commit-and-push">
+<h4>Step 2: Clone your own repository, add code, commit, and push<a class="headerlink" href="#step-2-clone-your-own-repository-add-code-commit-and-push" title="Link to this heading"></a></h4>
+<p>Clone the repository.</p>
+<p>Add a file <code class="docutils literal notranslate"><span class="pre">example.py</span></code> containing:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
+
+
+<span class="k">def</span> <span class="nf">test_add</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="o">==</span> <span class="mi">5</span>
+    <span class="k">assert</span> <span class="n">add</span><span class="p">(</span><span class="s1">&#39;space&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;spaceship&#39;</span>
+
+
+<span class="k">def</span> <span class="nf">subtract</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>  <span class="c1"># &lt;--- fix this in step 8</span>
+
+
+<span class="c1"># uncomment the following test in step 5</span>
+<span class="c1">#def test_subtract():</span>
+<span class="c1">#    assert subtract(2, 3) == -1</span>
+</pre></div>
+</div>
+<p>Test <code class="docutils literal notranslate"><span class="pre">example.py</span></code> with <code class="docutils literal notranslate"><span class="pre">pytest</span></code>.</p>
+<p>Then stage the file (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">&lt;filename&gt;</span></code>), commit (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">commit</span> <span class="pre">-m</span> <span class="pre">&quot;some</span> <span class="pre">commit</span> <span class="pre">message&quot;</span></code>),
+and push the changes (<code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">push</span> <span class="pre">origin</span> <span class="pre">main</span></code>).</p>
+</section>
+<section id="step-3-enable-automated-testing">
+<h4>Step 3: Enable automated testing<a class="headerlink" href="#step-3-enable-automated-testing" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-0-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-0-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-0-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>In this step we will enable GitHub Actions.
+Select “Actions” from your GitHub repository page. You get to a page
+“Get started with GitHub Actions”. Select the button for “Set up
+this workflow” under Python Application:</p>
+<figure class="align-default" id="id2">
+<img alt="Selecting a Python workflow" src="_images/python_application.png" />
+<figcaption>
+<p><span class="caption-text">Select “Python application” as the starter workflow.</span><a class="headerlink" href="#id2" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>GitHub creates the following file for you in the subfolder <code class="docutils literal notranslate"><span class="pre">.github/workflows</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions</span>
+
+<span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Python application</span>
+
+<span class="nt">on</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">push</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+<span class="w">  </span><span class="nt">pull_request</span><span class="p">:</span>
+<span class="w">    </span><span class="nt">branches</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="w"> </span><span class="nv">main</span><span class="w"> </span><span class="p p-Indicator">]</span>
+
+<span class="nt">jobs</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">build</span><span class="p">:</span>
+
+<span class="w">    </span><span class="nt">runs-on</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ubuntu-latest</span>
+
+<span class="w">    </span><span class="nt">steps</span><span class="p">:</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/checkout@v2</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Set up Python 3.8</span>
+<span class="w">      </span><span class="nt">uses</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">actions/setup-python@v2</span>
+<span class="w">      </span><span class="nt">with</span><span class="p">:</span>
+<span class="w">        </span><span class="nt">python-version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">3.8</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Install dependencies</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no">python -m pip install --upgrade pip</span>
+<span class="w">        </span><span class="no">pip install flake8 pytest</span>
+<span class="w">        </span><span class="no">if [ -f requirements.txt ]; then pip install -r requirements.txt; fi</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Lint with flake8</span>
+<span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+<span class="w">        </span><span class="no"># stop the build if there are Python syntax errors or undefined names</span>
+<span class="w">        </span><span class="no">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">        </span><span class="no"># exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide</span>
+<span class="w">        </span><span class="no">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+<span class="hll"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Test with pytest</span>
+</span><span class="hll"><span class="w">      </span><span class="nt">run</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span class="hll"><span class="w">        </span><span class="no">pytest example.py</span>
+</span></pre></div>
+</div>
+<p>Commit the change by pressing the “Start Commit” button:</p>
+<figure class="align-default" id="id3">
+<a class="reference internal image-reference" href="_images/gh_action_commit.png"><img alt="Committing the change" src="_images/gh_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitHub web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id3" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div><div aria-labelledby="tab-0-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>In this step we will enable GitLab CI.
+Select “CI/CD” from your Gitlab sidebar of the project. You get to a page
+“Editor”. (Instead you can also click on “Add CI/CD” on the main page or just add a <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code> file the result is identical.</p>
+<p>Copy the following code snippet into the file. Gitlab will save it as <code class="docutils literal notranslate"><span class="pre">.gitlab-ci.yml</span></code>.
+Add <code class="docutils literal notranslate"><span class="pre">pytest</span> <span class="pre">example.py</span></code> to the last line (highlighted):</p>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="c1"># This workflow will install Python dependencies, run tests and lint with a single version of Python</span>
+<span class="c1"># For more information see: https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Python.gitlab-ci.yml</span>
+
+<span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python:latest</span>
+<span class="nt">stages</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">linting</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="nt">before_script</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">cat /proc/version</span><span class="w"> </span><span class="c1">#print out operations system</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">python -V</span><span class="w">  </span><span class="c1"># Print out python version for debugging</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pip install pytest flake8</span>
+<span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">if [ -f requirements.txt ]; then pip install -r requirements.txt;fi</span>
+
+<span class="nt">linting</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">linting</span>
+<span class="w">  </span><span class="nt">script</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">flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics</span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics</span>
+
+<span class="nt">test</span><span class="p">:</span>
+<span class="w">  </span><span class="nt">stage</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">test</span>
+<span class="hll"><span class="w">  </span><span class="nt">script</span><span class="p">:</span>
+</span><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">pytest example.py</span>
+</pre></div>
+</div>
+<p>Commit the change by pressing the “Commit changes” button:</p>
+<figure class="align-default" id="id4">
+<a class="reference internal image-reference" href="_images/gl_action_commit.png"><img alt="Committing the change" src="_images/gl_action_commit.png" style="width: 400px;" /></a>
+<figcaption>
+<p><span class="caption-text">Committing the file via the GitLab web interface: follow the flow, give it some commit name. You can commit directly to master.</span><a class="headerlink" href="#id4" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+</div></div>
+</section>
+<section id="step-4-verify-that-tests-have-been-automatically-run">
+<h4>Step 4: Verify that tests have been automatically run<a class="headerlink" href="#step-4-verify-that-tests-have-been-automatically-run" title="Link to this heading"></a></h4>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-1-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-1-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-1-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a yellow marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id5">
+<img alt="Verify that the test passed" src="_images/green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id5" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Actions” tab and look at the steps there and their output.</p>
+</div><div aria-labelledby="tab-1-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><p>Observe in the repository how the test succeeds. While the test is
+executing, the repository has a blue marker. This is replaced with a green
+check mark, once the test succeeds:</p>
+<figure class="align-default" id="id6">
+<img alt="Verify that the test passed" src="_images/gl_green_check_mark.png" />
+<figcaption>
+<p><span class="caption-text">Green check means passed.</span><a class="headerlink" href="#id6" title="Link to this image"></a></p>
+</figcaption>
+</figure>
+<p>Also browse the “Pipelines” tab and look at the steps there and their output.</p>
+</div></div>
+</section>
+<section id="step-5-add-a-test-which-reveals-a-problem">
+<h4>Step 5: Add a test which reveals a problem<a class="headerlink" href="#step-5-add-a-test-which-reveals-a-problem" title="Link to this heading"></a></h4>
+<p>After you committed the workflow file, your GitHub/GitLab repository will be ahead of
+your local cloned repository.  Update your local cloned repository:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>pull<span class="w"> </span>origin<span class="w"> </span>main
+</pre></div>
+</div>
+<p>Hint for helpers: if the above command fails, check whether the branch name on the GitHub/GitLab
+repository is called <code class="docutils literal notranslate"><span class="pre">main</span></code> and not perhaps <code class="docutils literal notranslate"><span class="pre">master</span></code>.</p>
+<p>Next uncomment the code in <code class="docutils literal notranslate"><span class="pre">example.py</span></code> under “step 5”, commit, and push.
+Verify that the test suite now fails on the “Actions” tab (GitHub)
+or the “CI/CD-&gt;Pipelines” tab (GitLab).</p>
+</section>
+<section id="step-6-open-an-issue-on-github-gitlab">
+<h4>Step 6: Open an issue on GitHub/GitLab<a class="headerlink" href="#step-6-open-an-issue-on-github-gitlab" title="Link to this heading"></a></h4>
+<p>Open a new issue in your repository about the broken test (click the “Issues” button on
+GitHub or GitLab and write a title for the issue).
+The plan is that your colleague will fix the issue through a pull/merge request.</p>
+</section>
+<section id="step-7-fork-and-clone-the-repository-of-your-colleague">
+<h4>Step 7: Fork and clone the repository of your colleague<a class="headerlink" href="#step-7-fork-and-clone-the-repository-of-your-colleague" title="Link to this heading"></a></h4>
+<p>Fork the repository using the GitHub/GitLab web interface.
+(if you are unfamiliar with forking and pull requests, have a look at
+<a class="reference external" href="https://coderefinery.github.io/git-collaborative/03-distributed/#forking-layout">this visual representation</a>).</p>
+<p><strong>Make sure you clone the fork after you have forked it. Do not clone
+your colleague’s repository directly.</strong></p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-R2l0SHVi" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0SHVi" name="R2l0SHVi" role="tab" tabindex="0">GitHub</button><button aria-controls="panel-2-R2l0TGFi" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-R2l0TGFi" name="R2l0TGFi" role="tab" tabindex="-1">GitLab</button></div><div aria-labelledby="tab-2-R2l0SHVi" class="sphinx-tabs-panel group-tab" id="panel-2-R2l0SHVi" name="R2l0SHVi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-R2l0TGFi" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-R2l0TGFi" name="R2l0TGFi" role="tabpanel" tabindex="0"><div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>git<span class="w"> </span>clone<span class="w"> </span>https://gitlab.com/your-username/the-repository.git
+</pre></div>
+</div>
+</div></div>
+</section>
+<section id="step-8-fix-the-broken-test">
+<h4>Step 8: Fix the broken test<a class="headerlink" href="#step-8-fix-the-broken-test" title="Link to this heading"></a></h4>
+<p>After you have fixed the code, commit the following commit message
+<code class="docutils literal notranslate"><span class="pre">&quot;restore</span> <span class="pre">function</span> <span class="pre">subtract;</span> <span class="pre">fixes</span> <span class="pre">#1&quot;</span></code> (assuming that you try to fix
+issue number 1).</p>
+<p>Then push to your fork.</p>
+</section>
+<section id="step-9-open-a-pull-request-github-merge-request-gitlab">
+<h4>Step 9: Open a pull request (GitHub)/ merge request (GitLab)<a class="headerlink" href="#step-9-open-a-pull-request-github-merge-request-gitlab" title="Link to this heading"></a></h4>
+<p>Then before accepting the pull request/ merge request from your colleague, observe
+how GitHub Actions/ Gitlab CI automatically tested the code.</p>
+<p>If you forgot to reference the issue number in the commit message, you can still add it to
+the pull request/ merge request: <code class="docutils literal notranslate"><span class="pre">my</span> <span class="pre">pull/merge</span> <span class="pre">request</span> <span class="pre">title,</span> <span class="pre">closes</span> <span class="pre">#NUMBEROFTHEISSUE</span></code></p>
+</section>
+<section id="step-10-accept-the-pull-request-merge-request">
+<h4>Step 10: Accept the pull request/ merge request<a class="headerlink" href="#step-10-accept-the-pull-request-merge-request" title="Link to this heading"></a></h4>
+<p>Observe how accepting the pull request/ merge request automatically closes the issue (provided
+the commit message or the pull request/ merge request contained the correct issue number).</p>
+<p>See also:</p>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://help.github.com/articles/closing-issues-using-keywords/">closing issues using keywords</a></p></li>
+<li><p>GitLab: <a class="reference external" href="https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues">closing issues using keywords</a></p></li>
+</ul>
+<p>Discuss whether this is a useful feature. And if it is, why do you think is it useful?</p>
+</section>
+<section id="discussion">
+<h4>Discussion<a class="headerlink" href="#discussion" title="Link to this heading"></a></h4>
+<p>Finally, we discuss together about our experiences with this exercise.</p>
+<div class="admonition-optional-fullci-2-add-a-license-file-to-the-previous-exercise-s-repository exercise important admonition" id="exercise-1">
+<p class="admonition-title">(optional) FullCI-2: Add a license file to the previous exercise’s repository</p>
+<p>In the <a class="reference external" href="https://cicero.xyz/v3/remark/0.14.0/github.com/coderefinery/social-coding/master/talk.md/">Social coding and open software</a>
+lesson we learn how important it is to add a LICENSE file.</p>
+<p>Your goal:</p>
+<ul class="simple">
+<li><p>You discover that your coworker’s repository does not have a LICENSE file.</p></li>
+<li><p>Open an issue and suggest a LICENSE.</p></li>
+<li><p>Then add a LICENSE via a pull/merge request, referencing the issue number.</p></li>
+</ul>
+</div>
+</section>
+</section>
+<hr class="docutils" />
+<section id="where-to-go-from-here">
+<h3>Where to go from here<a class="headerlink" href="#where-to-go-from-here" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>This example was using Python but you can achieve the same automation for R or Fortran or C/C++ or other languages</p></li>
+<li><p>GitHub Actions has a <a class="reference external" href="https://github.com/marketplace?type=actions">Marketpace</a> which offer wide range of automatic workflows</p></li>
+<li><p>On GitLab use <a class="reference external" href="https://about.gitlab.com/product/continuous-integration/">GitLab CI</a></p></li>
+<li><p>For Windows builds you can also use <a class="reference external" href="https://www.appveyor.com">Appveyor</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>When fixing bugs or other problems reported in issues, use the issue
+autoclosing mechanism when you send the pull/merge request.</p></li>
+</ul>
+</div>
+</section>
+</section>
+</div>
+<div class="toctree-wrapper compound">
+<span id="document-exercises"></span><section id="list-of-exercises">
+<h2>List of exercises<a class="headerlink" href="#list-of-exercises" title="Link to this heading"></a></h2>
+<section id="full-list">
+<h3>Full list<a class="headerlink" href="#full-list" title="Link to this heading"></a></h3>
+<p>This is a list of all exercises and solutions in this lesson, mainly
+as a reference for helpers and instructors.  This list is
+automatically generated from all of the other pages in the lesson.
+Any single teaching event will probably cover only a subset of these,
+depending on their interests.</p>
+</section>
+</section>
+<span id="document-quick-reference"></span><section id="quick-reference">
+<h2>Quick Reference<a class="headerlink" href="#quick-reference" title="Link to this heading"></a></h2>
+<section id="available-tools">
+<h3>Available tools<a class="headerlink" href="#available-tools" title="Link to this heading"></a></h3>
+<section id="unit-test-frameworks">
+<h4>Unit test frameworks<a class="headerlink" href="#unit-test-frameworks" title="Link to this heading"></a></h4>
+<p>A <strong>test framework</strong> makes it easy to run tests across large amounts
+of code automatically.  They provide more control than one single
+script which does some tests.</p>
+<ul class="simple">
+<li><p>Python</p>
+<ul>
+<li><p><a class="reference internal" href="#pytest-ref"><span class="std std-ref">pytest</span></a></p></li>
+<li><p><a class="reference external" href="http://nose.readthedocs.io">nose</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/doctest.html">doctest</a></p></li>
+<li><p><a class="reference external" href="https://docs.python.org/2/library/unittest.html">unittest</a></p></li>
+</ul>
+</li>
+<li><p>R</p>
+<ul>
+<li><p><a class="reference internal" href="#testthat"><span class="std std-ref">testthat</span></a></p></li>
+</ul>
+</li>
+<li><p>Julia</p>
+<ul>
+<li><p><a class="reference internal" href="#test"><span class="std std-ref">Test</span></a></p></li>
+</ul>
+</li>
+<li><p>Matlab</p>
+<ul>
+<li><p><a class="reference external" href="https://www.mathworks.com/help/matlab/class-based-unit-tests.html">Class-Based Unit Tests</a></p></li>
+</ul>
+</li>
+<li><p>C(++)</p>
+<ul>
+<li><p><a class="reference internal" href="#google-test"><span class="std std-ref">Google Test</span></a></p></li>
+<li><p><a class="reference internal" href="#catch2"><span class="std std-ref">Catch2</span></a></p></li>
+<li><p><a class="reference external" href="https://freedesktop.org/wiki/Software/cppunit/">cppunit</a></p></li>
+<li><p><a class="reference internal" href="#boost-test"><span class="std std-ref">Boost.Test</span></a></p></li>
+<li><p><a class="reference external" href="http://unittest-cpp.github.io">UnitTest++</a></p></li>
+</ul>
+</li>
+<li><p>Fortran</p>
+<ul>
+<li><p><a class="reference internal" href="#pfunit"><span class="std std-ref">pFUnit</span></a></p></li>
+<li><p><a class="reference external" href="https://sourceforge.net/projects/fortranxunit/">FRUIT</a></p></li>
+<li><p><a class="reference external" href="http://flibs.sourceforge.net/ftnunit.html">Ftunit</a></p></li>
+</ul>
+</li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pytest">
+<span id="pytest-ref"></span><h4>pytest_<a class="headerlink" href="#pytest" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Python</p></li>
+<li><p><a class="reference external" href="http://doc.pytest.org">http://doc.pytest.org</a></p></li>
+<li><p>Installable via Conda or pip.</p></li>
+<li><p>Easy to use: Prefix a function with <code class="docutils literal notranslate"><span class="pre">test_</span></code> and the test runner will execute it.
+No need to subclass anything.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Returns a list of integers representing</span>
+<span class="sd">    the word lengths in string s.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">w</span><span class="p">)</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">split</span><span class="p">()]</span>
+
+<span class="k">def</span> <span class="nf">test_get_word_lengths</span><span class="p">():</span>
+    <span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;Three tomatoes are walking down the street&quot;</span>
+    <span class="k">assert</span> <span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pytest-demo/builds/104182942">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pytest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="testthat">
+<span id="id1"></span><h4>testthat<a class="headerlink" href="#testthat" title="Link to this heading"></a></h4>
+<ul>
+<li><p>R</p></li>
+<li><p><a class="reference external" href="https://github.com/r-lib/testthat">https://github.com/r-lib/testthat</a></p></li>
+<li><p>Easily installed from CRAN with <code class="docutils literal notranslate"><span class="pre">install.packages(&quot;testthat&quot;)</span></code>, or from GitHub with <code class="docutils literal notranslate"><span class="pre">devtools::install_github(&quot;r-lib/testthat&quot;)</span></code></p></li>
+<li><p>Use in package development with <code class="docutils literal notranslate"><span class="pre">usethis::use_testthat()</span></code></p></li>
+<li><p>Add a new test file with <code class="docutils literal notranslate"><span class="pre">usethis::use_test(&quot;test-name&quot;)</span></code>, e.g.:</p>
+<div class="highlight-r notranslate"><div class="highlight"><pre><span></span><span class="c1"># tests/testthat/test_example.R</span>
+<span class="c1"># file added by running `usethis::use_test(&quot;example&quot;)`</span>
+
+<span class="nf">context</span><span class="p">(</span><span class="s">&quot;Arithmetics&quot;</span><span class="p">)</span>
+<span class="nf">library</span><span class="p">(</span><span class="s">&quot;mypackage&quot;</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;square root function works&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_warning</span><span class="p">(</span><span class="nf">my_sqrt</span><span class="p">(</span><span class="m">-4</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+<p>Tests consist of one or more <em>expectations</em>, and multiple tests can be grouped together in one test file.
+Test files are put in the directory <code class="docutils literal notranslate"><span class="pre">tests/testthat/</span></code>, and their file names are prefixed with <code class="docutils literal notranslate"><span class="pre">test_</span></code>.</p>
+</li>
+<li><p>Run all tests in package with <code class="docutils literal notranslate"><span class="pre">devtools::test()</span></code> (if you use RStudio, press <kbd>Ctrl+Shift+T</kbd>):</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>&gt; devtools::test()
+Loading mypackage
+Testing mypackage
+✔ |  OK F W S | Context
+✔ |   2       | Arithmetics
+
+══ Results ═════════════════════════════════════════════════════════════════════
+OK:       2
+Failed:   0
+Warnings: 0
+Skipped:  0
+</pre></div>
+</div>
+</li>
+</ul>
+<p>More information in the <a class="reference external" href="http://r-pkgs.had.co.nz/tests.html">Testing chapter</a> of the book <a class="reference external" href="http://r-pkgs.had.co.nz">R Packages</a> by Hadley Wickham.</p>
+<hr class="docutils" />
+</section>
+<section id="test">
+<span id="id2"></span><h4>Test<a class="headerlink" href="#test" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Julia</p></li>
+<li><ul>
+<li><p><a class="reference external" href="https://docs.julialang.org/en/v1/stdlib/Test/">Documentation</a></p></li>
+</ul>
+</li>
+<li><p>Part of the standard library</p></li>
+<li><p>Provides simple unit testing functionality with
+<code class="docutils literal notranslate"><span class="pre">&#64;test</span></code> and <code class="docutils literal notranslate"><span class="pre">&#64;test_throws</span></code> macros:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># approximate comparisons:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test</span><span class="w"> </span><span class="nb">π</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">3.14</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.01</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+
+<span class="c"># Tests that an expression throws exception:</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">BoundsError</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">][</span><span class="mi">4</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">BoundsError</span>
+
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DimensionMismatch</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">]</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+<span class="n">Test</span><span class="w"> </span><span class="n">Passed</span>
+<span class="w">      </span><span class="n">Thrown</span><span class="o">:</span><span class="w"> </span><span class="kt">DimensionMismatch</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p>Grouping related tests with the <code class="docutils literal notranslate"><span class="pre">&#64;testset</span></code> macro:</p></li>
+</ul>
+<div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">s</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">length</span><span class="p">(</span><span class="n">w</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">split</span><span class="p">(</span><span class="n">s</span><span class="p">)]</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Testing get_word_length()&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">text</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Three tomatoes are walking down the street&quot;</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">number</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">123</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">get_word_lengths</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+<hr class="docutils" />
+</section>
+<section id="catch2">
+<span id="id3"></span><h4>Catch2<a class="headerlink" href="#catch2" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://github.com/catchorg/Catch2">Project page with installation instructions</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Header-only</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Use the example library to add numbers&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[add]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="n">_a</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo/runs/1959590399?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/catch2-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="google-test">
+<span id="id4"></span><h4>Google Test<a class="headerlink" href="#google-test" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://google.github.io/googletest/">Documentation</a></p></li>
+<li><p>Widely used</p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Well-integrated with CMake</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;gtest/gtest.h&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">TEST</span><span class="p">(</span><span class="n">example</span><span class="p">,</span><span class="w"> </span><span class="n">add</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="kt">double</span><span class="w"> </span><span class="n">res</span><span class="p">;</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">ASSERT_NEAR</span><span class="p">(</span><span class="n">res</span><span class="p">,</span><span class="w"> </span><span class="mf">3.0</span><span class="p">,</span><span class="w"> </span><span class="mf">1.0e-11</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/gtest-demo/builds/104190982">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/gtest-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="boost-test">
+<span id="id5"></span><h4>Boost.Test<a class="headerlink" href="#boost-test" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>C++</p></li>
+<li><p><a class="reference external" href="https://www.boost.org/doc/libs/1_75_0/libs/test/doc/html/index.html">Documentation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Header-only use possible</p></li>
+</ul>
+<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;boost/test/unit_test.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;example.h&quot;</span>
+
+<span class="n">BOOST_AUTO_TEST_CASE</span><span class="p">(</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="p">)</span>
+<span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="w"> </span><span class="mf">2.0</span><span class="p">);</span>
+<span class="w">  </span><span class="n">BOOST_TEST</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">3.0</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo/runs/1959592305?check_suite_focus=true">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ENCCS/boost-test-demo">Example project</a></p></li>
+</ul>
+<hr class="docutils" />
+</section>
+<section id="pfunit">
+<span id="id6"></span><h4>pFUnit<a class="headerlink" href="#pfunit" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Fortran</p></li>
+<li><p><a class="reference external" href="https://github.com/Goddard-Fortran-Ecosystem/pFUnit">Documentation and installation</a></p></li>
+<li><p>Very rich in functionality</p></li>
+<li><p>Requires modern Fortran compilers (uses F2003 standard)</p></li>
+</ul>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_add_numbers</span><span class="p">()</span>
+
+   <span class="n">use</span> <span class="n">hello</span>
+   <span class="n">use</span> <span class="n">pfunit_mod</span>
+
+   <span class="n">implicit</span> <span class="n">none</span>
+
+   <span class="n">real</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span> <span class="p">::</span> <span class="n">res</span>
+
+   <span class="n">call</span> <span class="n">add_numbers</span><span class="p">(</span><span class="mf">1.0</span><span class="n">d0</span><span class="p">,</span> <span class="mf">2.0</span><span class="n">d0</span><span class="p">,</span> <span class="n">res</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="mf">3.0</span><span class="n">d0</span><span class="p">)</span>
+
+<span class="n">end</span> <span class="n">subroutine</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference internal" href="index.html#document-code/fortran/build_pFUnit"><span class="doc std std-doc">Example installation instructions</span></a></p></li>
+</ul>
+<p>To test the <code class="docutils literal notranslate"><span class="pre">factorial</span></code> and <code class="docutils literal notranslate"><span class="pre">fizzbuzz</span></code> functions from the <a class="reference internal" href="index.html#document-test-design"><span class="doc std std-doc">test-design
+exercises</span></a>, use this <code class="docutils literal notranslate"><span class="pre">CMakeLists.txt</span></code> file:</p>
+<div class="highlight-cmake notranslate"><div class="highlight"><pre><span></span><span class="nb">cmake_minimum_required</span><span class="p">(</span><span class="s">VERSION</span><span class="w"> </span><span class="s">3.12</span><span class="p">)</span>
+
+<span class="nb">project</span><span class="w"> </span><span class="p">(</span><span class="s">PFUNIT_DEMO_CR</span>
+<span class="w">  </span><span class="s">VERSION</span><span class="w"> </span><span class="s">1.0.0</span>
+<span class="w">  </span><span class="s">LANGUAGES</span><span class="w"> </span><span class="s">Fortran</span><span class="p">)</span>
+
+<span class="nb">find_package</span><span class="p">(</span><span class="s">PFUNIT</span><span class="w"> </span><span class="s">REQUIRED</span><span class="p">)</span>
+<span class="nb">enable_testing</span><span class="p">()</span>
+
+<span class="c"># system under test</span>
+<span class="nb">add_library</span><span class="w"> </span><span class="p">(</span><span class="s">sut</span>
+<span class="w">  </span><span class="s">factorial.f90</span>
+<span class="w">  </span><span class="s">fizzbuzz.f90</span>
+<span class="w">  </span><span class="p">)</span>
+
+<span class="nb">target_include_directories</span><span class="p">(</span><span class="s">sut</span><span class="w"> </span><span class="s">PUBLIC</span><span class="w"> </span><span class="o">${</span><span class="nv">CMAKE_CURRENT_BINARY_DIR</span><span class="o">}</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nb">set</span><span class="w"> </span><span class="p">(</span><span class="s">test_srcs</span><span class="w"> </span><span class="s">test_factorial.pf</span><span class="w"> </span><span class="s">test_fizzbuzz.pf</span><span class="p">)</span>
+<span class="nb">add_pfunit_ctest</span><span class="w"> </span><span class="p">(</span><span class="s">my_tests</span>
+<span class="w">  </span><span class="s">TEST_SOURCES</span><span class="w"> </span><span class="o">${</span><span class="nv">test_srcs</span><span class="o">}</span>
+<span class="w">  </span><span class="s">LINK_LIBRARIES</span><span class="w"> </span><span class="s">sut</span>
+<span class="w">  </span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can then compile using this script:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/bash -f</span>
+
+<span class="k">if</span><span class="w"> </span><span class="o">[[</span><span class="w"> </span>-d<span class="w"> </span>build<span class="w"> </span><span class="o">]]</span>
+<span class="k">then</span>
+<span class="w">    </span>rm<span class="w"> </span>-rf<span class="w"> </span>build
+<span class="k">fi</span>
+
+mkdir<span class="w"> </span>-p<span class="w"> </span>build
+<span class="nb">cd</span><span class="w"> </span>build
+cmake<span class="w"> </span>..<span class="w"> </span>-DCMAKE_PREFIX_PATH<span class="o">=</span><span class="nv">$PFUNIT_DIR</span>
+make
+./my_tests
+
+<span class="c1"># or</span>
+<span class="c1"># ctest --verbose</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://travis-ci.org/bast/pfunit-demo/builds/104193675">Example output</a></p></li>
+<li><p><a class="reference external" href="https://github.com/bast/pfunit-demo">Example project</a></p></li>
+</ul>
+</section>
+<hr class="docutils" />
+<section id="services-to-deploy-testing-and-coverage">
+<h4>Services to deploy testing and coverage<a class="headerlink" href="#services-to-deploy-testing-and-coverage" title="Link to this heading"></a></h4>
+<p>Each of these are web services to handle testing, free for open source
+projects.</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/features/actions">GitHub Actions</a> (we will
+demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://about.gitlab.com/features/gitlab-ci-cd/">GitLab CI</a>
+(we will demonstrate in next episode)</p></li>
+<li><p><a class="reference external" href="https://azure.microsoft.com/en-us/services/devops/pipelines/">Azure Pipelines</a></p></li>
+<li><p><a class="reference external" href="https://coveralls.io">Coveralls</a></p></li>
+<li><p><a class="reference external" href="https://codecov.io">Codecov</a></p></li>
+</ul>
+</section>
+</section>
+<hr class="docutils" />
+<section id="good-resources">
+<h3>Good resources<a class="headerlink" href="#good-resources" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p><a class="reference external" href="https://realpython.com/python-testing/">Getting Started With Testing in Python</a></p></li>
+<li><p><a class="reference external" href="http://pythontesting.net/start-here/">Introductions to Python Testing Frameworks</a></p></li>
+</ul>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Testing is a basic requirement of any possible language</p></li>
+<li><p>There are various tools for any language you may use</p></li>
+<li><p>There are free web services for open source</p></li>
+</ul>
+</div>
+</section>
+</section>
+<span id="document-guide"></span><section id="instructor-guide">
+<h2>Instructor guide<a class="headerlink" href="#instructor-guide" title="Link to this heading"></a></h2>
+<section id="detailed-schedule">
+<h3>Detailed schedule<a class="headerlink" href="#detailed-schedule" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>9:00-9:15 <a class="reference external" href="https://coderefinery.github.io/testing/motivation/">Motivation</a></p></li>
+<li><p>9:15-9:40 <a class="reference external" href="https://coderefinery.github.io/testing/pytest/">Testing locally</a></p>
+<ul>
+<li><p>explain the exercise: 5 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+</ul>
+</li>
+<li><p>9:40-10:00 <a class="reference external" href="https://coderefinery.github.io/testing/continuous-integration/">Automated testing</a></p>
+<ul>
+<li><p>demo</p></li>
+</ul>
+</li>
+<li><p>10:00-10:10 Break</p></li>
+<li><p>10:10-10:50 <a class="reference external" href="https://coderefinery.github.io/testing/test-design/">Test design</a></p>
+<ul>
+<li><p>explain the exercise: 10 min</p></li>
+<li><p><strong>20 min exercise</strong></p></li>
+<li><p>discussion and type-along of advanced exercises: 10 minutes</p></li>
+</ul>
+</li>
+<li><p>10:50-11:00 Discussion and summary</p></li>
+</ul>
+</section>
+<section id="why-we-teach-this-lesson">
+<h3>Why we teach this lesson<a class="headerlink" href="#why-we-teach-this-lesson" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Because writing tests and using automated testing is often part
+of the development process, especially for codes that are larger than
+a simple script.</p></li>
+<li><p>We wish to give learners the tools so that they can rewrite codes and
+collaborate on a code projects with more confidence.</p></li>
+<li><p>Testing can help detecting regressions during development instead of later
+(when using the code) or too late (after having published results).</p></li>
+<li><p>Can simplify collaboration since contributors can be more confident that
+their changes preserve expected functionality.</p></li>
+<li><p>Tests document the intent of the function/module/library/code.</p></li>
+<li><p>Tests can guide the code towards more modular and reusable code style with
+fewer side effects.</p></li>
+</ul>
+</section>
+<section id="intended-learning-outcomes">
+<h3>Intended learning outcomes<a class="headerlink" href="#intended-learning-outcomes" title="Link to this heading"></a></h3>
+<ul class="simple">
+<li><p>Know that in each language tools exist that can execute a series of test functions
+and report success or failure.</p></li>
+<li><p>Know that services like GitHub Actions, Azure pipelines, GitLab CI, Appveyor, and others
+allow us to automatically run tests on every Git push or every pull request or merge request.</p></li>
+<li><p>Be able to approach a function or module or library and design a test for it “in words”
+or pseudo-code.</p></li>
+<li><p>Know what test coverage means and how it can help to detect untested/unused code.</p></li>
+<li><p>Know where in a larger and untested project to start introducing tests since it is beyond
+reach and also probably not reasonable to test everything.</p></li>
+</ul>
+</section>
+<section id="how-we-teach-this-lesson">
+<h3>How we teach this lesson<a class="headerlink" href="#how-we-teach-this-lesson" title="Link to this heading"></a></h3>
+<section id="how-to-start">
+<h4>How to start<a class="headerlink" href="#how-to-start" title="Link to this heading"></a></h4>
+<p>The quote from another testing lesson by Kathryn Huff can be discussed
+to get participants to reflect on the role of software testing in
+science and its parallels to calibrating measurement devices. The second half
+of the quote is left out because it goes so far as to say that untested software
+does not constitute science, and this can be offending to learners.</p>
+</section>
+<section id="questions-to-involve-participants">
+<h4>Questions to involve participants<a class="headerlink" href="#questions-to-involve-participants" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>Do you agree that testing software is similar to calibrating detectors?</p></li>
+<li><p>Do you test your code?</p></li>
+<li><p>How and when do you test?</p></li>
+<li><p>Where would you start adding a test in an existing project?</p></li>
+<li><p>In which situations would you recommend not to add any tests?</p></li>
+</ul>
+</section>
+<section id="structure-of-the-lesson">
+<h4>Structure of the lesson<a class="headerlink" href="#structure-of-the-lesson" title="Link to this heading"></a></h4>
+<section id="motivation-and-concepts">
+<h5>Motivation and concepts<a class="headerlink" href="#motivation-and-concepts" title="Link to this heading"></a></h5>
+<p>The former “motivation” and “concepts” episodes have been combined
+into one.  Previously, the lesson was described as quite dogmagtic and
+without enough time for exercises.  When teaching, try to give some of
+the benefits, but without being too long about it.  The quick
+reference has more details on language-specific things.</p>
+</section>
+<section id="testing-locally">
+<h5>Testing locally<a class="headerlink" href="#testing-locally" title="Link to this heading"></a></h5>
+<p>After introducing the concepts the lesson becomes hands-on in the
+Testing Locally episode. The pytest example there can be done as
+type-along and the optional exercise “Testing with numerical
+tolerance” can be left as homework.  The end-to-end test may be hard
+for many people who can’t script other programs, but it provides
+something that can keep advanced people interested for longer.</p>
+</section>
+<section id="automated-testing-or-full-cycle-collaborative-workflow">
+<h5>Automated testing (or full-cycle collaborative workflow)<a class="headerlink" href="#automated-testing-or-full-cycle-collaborative-workflow" title="Link to this heading"></a></h5>
+<p>After learning how to run tests locally, the lesson goes into
+automated testing using GitHub Actions or GitLab CI in the Automated
+Testing episode. This episode is a simplified version of the
+collaborative exercise in the optional episode “Full-cycle
+collaborative workflow”, and the instructor has a choice which one to
+teach (with the latter requiring around double the time). The
+exercise in Automated Testing can either be done as a type-along
+demonstration by the instructor or as an exercise in breakout rooms.</p>
+<p><strong>If run as an exercise, this episode requires that learners know how
+to set up Git repositories locally and online and how to work with
+pull/merge requests!</strong></p>
+<p>If the optional Full-cycle episode is covered, it is useful during the
+wrap up of the exercise to have a co-instructor doing the exercise in
+parallel with you. As your partner makes a pull requests with “fixes
+#1” (or whatever PR number) you can show that the PR links to a issue,
+and the issue pointing to a commit.</p>
+</section>
+<section id="test-design">
+<h5>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h5>
+<p>This episode now has exercises in different languages covering
+different testing approaches (unit tests, integration tests, testing
+randomness, TDD). In normal workshops there are far too many
+exercises for the available time so the instructor has freedom to
+recommend specific exercises, to let learners choose themselves, or to
+recommend learners to discuss rather than implement the tests.</p>
+</section>
+<section id="order-of-continuous-integration-and-test-design">
+<h5>Order of Continuous Integration and Test Design<a class="headerlink" href="#order-of-continuous-integration-and-test-design" title="Link to this heading"></a></h5>
+<p>When this lesson is taught standalone in a software testing workshop
+or hackathon, it might be better to go through the Test Design episode
+before the Continuous Integration episode.</p>
+</section>
+</section>
+<section id="timing">
+<h4>Timing<a class="headerlink" href="#timing" title="Link to this heading"></a></h4>
+<p>The lesson is stipulated to take around 2 hours, but if more time is
+available you can replace the Automated Testing episode with “Full-cycle
+collaborative workflow”, or give more time to the Test Design episode.</p>
+<p>Splitting the lesson in two halves with a lunch break in the middle
+works well. Before lunch you have on hour introduction and the two
+first exercises. After lunch you continue with the automated testing
+exercise and test design.</p>
+</section>
+<section id="room-for-improvement">
+<h4>Room for improvement<a class="headerlink" href="#room-for-improvement" title="Link to this heading"></a></h4>
+<ul class="simple">
+<li><p>The lesson is still too Python centric in the “Testing locally” and “Automated testing” episodes.
+It would be nice to offer alternatives for learners who write in different languages.</p></li>
+<li><p>Currently the lesson is in the “discipline” domain. Testing is
+something you do to control behavior (your own as well as the code).
+Testing is also something you can do to improve productivity, but this
+is less visible/detectable.</p></li>
+</ul>
+</section>
+</section>
+<section id="field-reports">
+<h3>Field reports<a class="headerlink" href="#field-reports" title="Link to this heading"></a></h3>
+<section id="march-first-time-with-no-exercises">
+<h4>2024 March (first time with no exercises)<a class="headerlink" href="#march-first-time-with-no-exercises" title="Link to this heading"></a></h4>
+<p>This was the first year we did the “all demo” mode with no exercises,
+and it worked well enough.  Our rough plan can be seen <a class="reference external" href="https://hackmd.io/cMowYt5nQOqZj0n1wsIlyw">at this
+hackmd</a> (not pasted here
+because it’s kind of long).</p>
+<p>We tried to be fast with motivation, and not go to details. In
+“testing locally”, we basically did the exercise as a demo.  There
+wasn’t much of note, it worked and there was plenty of
+discussion. “Automated testing” worked fine also, except: a) we had to
+choose how to push to Github, we used vscode, but not all learners did
+that method.  Nothing to change here, but be aware you should explain
+what and why you are doing for people who didn’t use your chosen
+method of linking, and b) code coverage didn’t work from a PR from a
+fork.  We had one person set up the automated tests, then swapped
+instructors and showed the second making the fork and contributing.</p>
+<p>The biggest thing to think about is how, when demoing testing
+locally/automated testing, people ask “how to tests work?”, which then
+comes later.  I don’t know if I would change the order,
+though… because showing how to design tests without knowing how to
+use them would make the same kind of questions, but reversed.  I think
+it’s just a “decide how it is and prepare for the questions” - maybe
+in “motivation” or some other summary episode at the start.</p>
+<p>“Test design” didn’t have any major problems, but many of the tests
+were relatively simple to discuss: the earlier tests would be trivial
+to understand if someone shows you the code (should we demonstrate
+typing two lines that’s the same as in motivation? - but interesting
+to do as an exercise).  Some of the later ones were interesting to
+build up and demonstrate.  It would be good to think which exercises
+one wants to demo, and which one wants to only talk about.  And think
+which comes out of each demo/telling.</p>
+<p>Overall, no major issues in doing this demo-based with good
+familiarity but limited preparation time.</p>
+</section>
+<section id="september">
+<h4>2023 September<a class="headerlink" href="#september" title="Link to this heading"></a></h4>
+<p>For this lesson, “Motivation” and “Concepts” were combined.  An extra
+end-to-end test was added under “testing locally”.</p>
+</section>
+<section id="march">
+<h4>2023 March<a class="headerlink" href="#march" title="Link to this heading"></a></h4>
+<p>Due to a mix-up with instructors, we changed the plan at the last
+minute and it didn’t go so well (we should have known).  The original
+plan had pytest as a demo, with exercises for Github CI and test
+design.  We did pytest as an exercise, Github CI as an exercise, and
+had almost no time for test design.  One complaint was that there
+wasn’t enough time for practical things, so I think a plan like last
+time could have been good.  As usual, we should have found a way to
+talk less and do more.</p>
+<p>This was the schedule from March 2023:</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 [<span class="nt">Software testing</span>](<span class="na">https://coderefinery.github.io/testing/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="id1">
+<h4>2022 September<a class="headerlink" href="#id1" title="Link to this heading"></a></h4>
+<p>Overall, it went well with the schedule below.  We had to be
+efficient, but it seemed like it wasn’t too hard.  The only complaint
+was that there was a lot of time for the first exercise (pytest
+locally), which I would agree with.  I think for next time, we should
+add in parts of that exercise so that there are more advanced things
+to do, since there are more nice features of pytest, such as <code class="docutils literal notranslate"><span class="pre">--pdb</span></code>,
+running single tests, etc.  Other than that, there wasn’t really much
+to report.</p>
+<p>The way extra long breaks and a 5-minute starting point were included
+is quite good for the schedule.  Not because we needed them, but it
+allowed us to go over time and not be under so much time pressure.</p>
+<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="gs">**Day 6**</span>
+<span class="k">*</span><span class="w"> </span>8:50 - 9:00 Getting started
+<span class="k">*</span><span class="w"> </span>9:00 - 10:45 Software testing
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:00-9:05 Short info about today&#39;s exercise sessions and possible questions from yesterday
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:05-9:10 [<span class="nt">Motivation</span>](<span class="na">https://coderefinery.github.io/testing/motivation/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:10-9:20 [<span class="nt">Concepts</span>](<span class="na">https://coderefinery.github.io/testing/concepts/</span>)
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:20-9:45 [<span class="nt">Testing locally</span>](<span class="na">https://coderefinery.github.io/testing/pytest/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 minutes talking
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>15 minute exercises
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>5 going over exercises and discussion
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:45-9:55 Break
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>9:55-10:20 [<span class="nt">Automated testing</span>](<span class="na">https://coderefinery.github.io/testing/continuous-integration/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>type-along session
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:20-10:45 [<span class="nt">Test design</span>](<span class="na">https://coderefinery.github.io/testing/test-design/</span>)
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion: 5 minutes
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>Exercises: 10 minutes.  Any of exercises Design-1 to Design-8 that learners want to do.
+<span class="w">      </span><span class="k">-</span><span class="w"> </span>discussion and type-along of advanced exercises: 10 minutes
+<span class="w">  </span><span class="k">-</span><span class="w"> </span>10:45-11:00 Break
+</pre></div>
+</div>
+</section>
+<section id="november-instructor-training-workshop">
+<h4>2019 November instructor training workshop<a class="headerlink" href="#november-instructor-training-workshop" title="Link to this heading"></a></h4>
+<p>Some notes about teaching are here:
+<a class="reference external" href="https://github.com/coderefinery/testing/issues/42">https://github.com/coderefinery/testing/issues/42</a></p>
+</section>
+</section>
+</section>
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+              <p class="caption" role="heading"><span class="caption-text">The lesson</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../motivation/">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../pytest/">Testing locally</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../continuous-integration/">Automated testing</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Test design</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#pure-and-impure-functions">Pure and impure functions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#test-driven-development">Test-driven development</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#testing-randomness">Testing randomness</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#designing-an-end-to-end-test">Designing an end-to-end test</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../conclusions/">Conclusions and recommendations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../full-cycle-ci/">(Optional) Full-cycle collaborative workflow</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="../exercises/">List of exercises</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quick-reference/">Quick Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guide/">Instructor guide</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference external" href="https://coderefinery.org/lessons/core/">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="../">Automated testing</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">Test design</li>
+      <li class="wy-breadcrumbs-aside">
+              <a href="https://github.com/coderefinery/testing/blob/main/content/test-design.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="test-design">
+<h1>Test design<a class="headerlink" href="#test-design" title="Link to this heading"></a></h1>
+<div class="admonition-questions questions admonition" id="questions-0">
+<p class="admonition-title">Questions</p>
+<ul class="simple">
+<li><p>How can different types of functions and classes be tested?</p></li>
+<li><p>How can the integrity of a complete program be monitored over time?</p></li>
+<li><p>How can functions that involve random numbers be tested?</p></li>
+</ul>
+</div>
+<p>In this episode we will consider how functions and programs can be tested in programs developed in different programming languages.</p>
+<div class="admonition-exercise-instructions discussion important admonition" id="discussion-0">
+<p class="admonition-title">Exercise instructions</p>
+<p><strong>For the instructor</strong></p>
+<ul class="simple">
+<li><p>First motivate and give a quick tour of all exercises below (10 minutes).</p></li>
+<li><p>Emphasize that the focus of this episode is <em>design</em>. It is OK to only discuss in groups and not write code.</p></li>
+</ul>
+<p><strong>During exercise session</strong></p>
+<ul class="simple">
+<li><p>Choose the exercise which interests you most. There are many more exercises than we would have time for.</p></li>
+<li><p>Discuss what testing framework can be used to implement the test.</p></li>
+<li><p>Keep notes, questions, and answers in the collaborative document.</p></li>
+</ul>
+<p><strong>Once we return to stream</strong></p>
+<ul class="simple">
+<li><p>Discussion about experiences learned.</p></li>
+</ul>
+</div>
+<div class="admonition-language-specific-instructions callout admonition" id="callout-0">
+<p class="admonition-title">Language-specific instructions</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-0-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-0-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-0-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-0-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-0-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-0-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><p>The suggested solutions below use pytest. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#pytest-ref"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Qysr" name="Qysr" role="tabpanel" tabindex="0"><p>The suggested solutions below use Catch2. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#catch2"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Ug==" name="Ug==" role="tabpanel" tabindex="0"><p>The suggested solutions below use testthat. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#testthat"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><p>The suggested solutions below use Test. Further information can
+be found in the <a class="reference internal" href="../quick-reference/#test"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div><div aria-labelledby="tab-0-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-0-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><p>The suggested solutions below use pFUnit. Further information on how to install
+pFUnit and set up tests can
+be found in the <a class="reference internal" href="../quick-reference/#pfunit"><span class="std std-ref">Quick Reference</span></a>.</p>
+</div></div>
+</div>
+<section id="pure-and-impure-functions">
+<h2>Pure and impure functions<a class="headerlink" href="#pure-and-impure-functions" title="Link to this heading"></a></h2>
+<p>Start by discussing how you would design tests for the
+following five functions, and then try to write the tests.
+Also discuss why some are easier to test than others.</p>
+<div class="admonition-design-1-design-a-test-for-a-function-that-receives-a-number-and-returns-a-number exercise important admonition" id="exercise-0">
+<p class="admonition-title">Design-1: Design a test for a function that receives a number and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-1-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-1-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-1-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-1-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-1-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-1-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-1-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-1-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Computes the factorial of n.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;received negative input&#39;</span><span class="p">)</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">result</span> <span class="o">*=</span> <span class="n">i</span>
+    <span class="k">return</span> <span class="n">result</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="cm">/* Computes the factorial of n recursively. */</span>
+<span class="k">constexpr</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="nf">factorial</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">));</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Computes the factorial of n</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param n The number to compute the factorial of.</span>
+<span class="c1">#&#39; @return The factorial of n</span>
+<span class="n">factorial</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">stop</span><span class="p">(</span><span class="s">&#39;received negative input&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">result</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">i</span>
+<span class="w">  </span><span class="n">result</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    factorial(n::Int)</span>
+
+<span class="s">Compute the factorial of n.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="s">&quot;n must be non-negative&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">result</span><span class="w"> </span><span class="o">*=</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">result</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-1-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-1-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">factorial_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! computes the factorial of n</span>
+<span class="w">   </span><span class="kt">integer </span><span class="k">function </span><span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">r</span>
+<span class="w">      </span><span class="kt">integer </span><span class="n">i</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         write</span><span class="p">(</span><span class="o">*</span><span class="p">,</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="s1">&#39;Received negative input&#39;</span>
+<span class="w">         </span><span class="k">stop</span>
+<span class="k">      end if</span>
+<span class="k">      </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">do </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="n">n</span>
+<span class="w">         </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">r</span><span class="o">*</span><span class="n">i</span>
+<span class="w">      </span><span class="k">end do</span>
+<span class="k">      </span><span class="n">factorial</span><span class="o">=</span><span class="n">r</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">factorial</span>
+<span class="k">end module </span><span class="n">factorial_mod</span>
+</pre></div>
+</div>
+</div><p>Discussion point: The factorial grows very rapidly. What happens if you
+pass a large number as argument to the function?</p>
+</div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-0">
+<p class="admonition-title">Solution</p>
+<p>This is a <strong>pure function</strong> so is easy to test: inputs go to
+outputs.  For example, start with the below, then think of some
+what extreme cases/boundary cases there might be.  This example shows
+all of the tests as one function, but you might want to make each test
+function more fine-grained and test only one concept.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-2-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-2-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-2-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-2-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-2-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-2-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">test_factorial</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+       
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;factorial.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Compute the factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[factorial]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test factorial&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">0</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="m">6</span><span class="p">)</span>
+<span class="w">  </span><span class="c1"># also try negatives (check that it raises an error), non-integers, etc.</span>
+
+<span class="w">  </span><span class="c1"># Raise an error if factorial does *not* raise an error:</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">factorial</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test factorial function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">factorial</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">6</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-2-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-2-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_factorial</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">factorial_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="s1">&#39;factorial(5)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_factorial</span>
+</pre></div>
+</div>
+</div></div>
+<p>Notes on the discussion point: Programming languages differ in the way they deal with integer
+overflow. Python automatically converts to the necessary <code class="docutils literal notranslate"><span class="pre">long</span></code> type, in Julia you would
+observe a “wrap-around”, in C/C++ you get undefined behaviour for signed integers.
+Testing for overflow likewise depends on the language.</p>
+</div>
+</div>
+<div class="admonition-design-2-design-a-test-for-a-function-that-receives-two-strings-and-returns-a-number exercise important admonition" id="exercise-1">
+<p class="admonition-title">Design-2: Design a test for a function that receives two strings and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-3-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-3-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-3-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-3-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-3-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-3-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in text.</span>
+<span class="sd">    Example: if text is &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">words</span> <span class="o">=</span> <span class="n">text</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+    <span class="k">return</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in text.</span>
+<span class="cm"> * Example: if text is &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in text</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param text The text to search in.</span>
+<span class="c1">#&#39; @param word The word to search for.</span>
+<span class="c1">#&#39; @return The number of times the word occurs in the text.</span>
+<span class="n">count_word_occurrence_in_string</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">  </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_string(text::String, word::String)</span>
+
+<span class="s">Count how often word appears in text.</span>
+<span class="s">Example: if `text` is &quot;one two one two three four&quot;</span>
+<span class="s">and `word` is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="n">text</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">text</span><span class="p">)</span>
+
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-3-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-3-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-1">
+<p class="admonition-title">Solution</p>
+<p>This is again a <strong>pure function</strong> but uses strings.  Use a similar strategy
+to the above.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-4-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-4-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-4-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-4-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-4-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-4-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-4-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_count_word_occurrence_in_string</span><span class="p">():</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA BBB&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAA AAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="c1"># What does this last test tell us?</span>
+    <span class="k">assert</span> <span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s1">&#39;AAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;AAA&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_string]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in string&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA BBB&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAA AAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_string</span><span class="p">(</span><span class="s">&quot;AAAAA&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;AAA&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-4-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-4-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-3-design-a-test-for-a-function-which-reads-a-file-and-returns-a-number exercise important admonition" id="exercise-2">
+<p class="admonition-title">Design-3: Design a test for a function which reads a file and returns a number</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-5-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-5-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-5-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-5-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-5-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-5-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-5-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-5-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Counts how often word appears in file file_name.</span>
+<span class="sd">    Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="sd">             and word is &quot;one&quot;, then this function returns 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+            <span class="n">words</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="n">words</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">count</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;streambuf&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cm">/* Counts how often word appears in file fname.</span>
+<span class="cm"> * Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="cm"> *          and word is &quot;one&quot;, then this function returns 2</span>
+<span class="cm"> */</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ifstream</span><span class="w"> </span><span class="n">fh</span><span class="p">(</span><span class="n">fname</span><span class="p">);</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">text</span><span class="p">((</span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">(</span><span class="n">fh</span><span class="p">)),</span>
+<span class="w">		   </span><span class="n">std</span><span class="o">::</span><span class="n">istreambuf_iterator</span><span class="o">&lt;</span><span class="kt">char</span><span class="o">&gt;</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0l</span><span class="n">u</span><span class="p">;</span><span class="w"> </span><span class="c1">// will be used for indexing and therefore it has to be *long unsigned* int for the safe conversion to &#39;std::__cxx11::basic_string&lt;char&gt;::size_type&#39;.</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">ch</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">text</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">ch</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">])</span><span class="w"> </span><span class="o">++</span><span class="n">word_count</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">word</span><span class="p">[</span><span class="n">word_count</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="sc">&#39;\0&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">word_count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">      </span><span class="o">++</span><span class="n">count</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Counts how often a given word appears in a file.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param file_name The name of the file to search in.</span>
+<span class="c1">#&#39; @param word The word to search for in the file.</span>
+<span class="c1">#&#39; @return The number of times the word appeared in the file.</span>
+<span class="n">count_word_occurrence_in_file</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">line</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="nf">readLines</span><span class="p">(</span><span class="n">file_name</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">words</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">strsplit</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="w"> </span><span class="s">&#39; &#39;</span><span class="p">)[[</span><span class="m">1</span><span class="p">]]</span>
+<span class="w">    </span><span class="n">count</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">words</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">word</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">count</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="s">&quot;&quot;&quot;</span>
+<span class="s">    count_word_occurrence_in_file(file_name::String, word::String)</span>
+
+<span class="s">Counts how often word appears in file file_name.</span>
+<span class="s">Example: if file contains &quot;one two one two three four&quot;</span>
+<span class="s">         And word is &quot;one&quot;, then this function returns 2</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">file_name</span><span class="o">::</span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">word</span><span class="o">::</span><span class="kt">String</span><span class="p">)</span>
+<span class="w">    </span><span class="n">open</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;r&quot;</span><span class="p">)</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">file</span>
+<span class="w">        </span><span class="n">lines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readlines</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">word</span><span class="p">,</span><span class="w"> </span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">))</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-5-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-5-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-2">
+<p class="admonition-title">Solution</p>
+<p>In this example we test a function which is not pure, because the output
+depends on the value of a file. We can generate a temporary file for testing
+and remove it afterwards.  Even better could be to split file reading from the
+calculation, so that testing the calculation part becomes easy (see above).</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-6-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-6-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-6-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-6-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-6-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-6-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-6-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-6-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+<span class="k">def</span> <span class="nf">test_count_word_occurrence_in_file</span><span class="p">():</span>
+    <span class="n">_</span><span class="p">,</span> <span class="n">temporary_file_name</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkstemp</span><span class="p">()</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;one two one two three four&quot;</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">,</span> <span class="s2">&quot;one&quot;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">2</span>
+    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">temporary_file_name</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;filesystem&gt;</span><span class="c1"> // for temp_directory_path(), requires C++17.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;fstream&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;word_count.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Count occurrences of substring in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[count_word_occurrence_in_file]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">namespace</span><span class="w"> </span><span class="nn">fs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nn">std</span><span class="o">::</span><span class="nn">filesystem</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">tmp_dir</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fpath</span><span class="p">{</span><span class="w"> </span><span class="n">fs</span><span class="o">::</span><span class="n">temp_directory_path</span><span class="p">()</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="s">&quot;temp_file&quot;</span><span class="w"> </span><span class="p">};</span>
+
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">ofstream</span><span class="w"> </span><span class="nf">s</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">out</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ios</span><span class="o">::</span><span class="n">trunc</span><span class="p">);</span>
+<span class="w">  </span><span class="n">s</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="n">s</span><span class="p">.</span><span class="n">close</span><span class="p">();</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fs</span><span class="o">::</span><span class="n">remove</span><span class="p">(</span><span class="w"> </span><span class="n">fpath</span><span class="w"> </span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">fname</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">tempfile</span><span class="p">()</span>
+<span class="w">  </span><span class="nf">write</span><span class="p">(</span><span class="s">&quot;one two one two three four&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">fname</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">unlink</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test count word occurrence in file&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;one two one two three four&quot;</span>
+<span class="w">    </span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="n">testio</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mktemp</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">testio</span><span class="p">,</span><span class="w"> </span><span class="n">msg</span><span class="p">)</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">testio</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;one&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;three&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">count_word_occurrence_in_file</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;six&quot;</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-6-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-6-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-4-design-a-test-for-a-function-with-an-external-dependency exercise important admonition" id="exercise-3">
+<p class="admonition-title">Design-4: Design a test for a function with an external dependency</p>
+<p>This one is not easy to test because the function has an external dependency.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-7-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-7-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-7-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-7-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-7-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-7-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-7-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-7-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">):</span>       <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    Checks whether temperature is above max_temperature</span>
+<span class="s2">    and returns a status.</span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">reactor</span> <span class="kn">import</span> <span class="n">max_temperature</span>
+    <span class="k">if</span> <span class="n">temperature_celsius</span> <span class="o">&gt;</span> <span class="n">max_temperature</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">return</span> <span class="n">status</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;constants.hpp&quot;</span>
+<span class="cm">/* ^--- Defines the max_temperature constant as:</span>
+<span class="cm">* namespace constants {</span>
+<span class="cm">* constexpr double max_temperature = 100.0;</span>
+<span class="cm">* }</span>
+<span class="cm">*/</span>
+
+<span class="k">enum</span><span class="w"> </span><span class="k">class</span><span class="w"> </span><span class="nc">ReactorState</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">FINE</span><span class="p">,</span><span class="w"> </span><span class="n">CRITICAL</span><span class="w"> </span><span class="p">};</span>
+
+<span class="cm">/* Checks whether temperature is above max_temperature and returns a status. */</span>
+<span class="n">ReactorState</span><span class="w"> </span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="kt">double</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">constants</span><span class="o">::</span><span class="n">max_temperature</span>
+<span class="w">	     </span><span class="o">?</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span>
+<span class="w">	     </span><span class="o">:</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># reactor &lt;- namespace::makeNamespace(&quot;reactor&quot;)</span>
+<span class="c1"># assign(&quot;max_temperature&quot;, 100, env = reactor)</span>
+<span class="c1"># namespaceExport(reactor, &quot;max_temperature&quot;)</span>
+
+<span class="c1">#&#39; Checks whether the temperature is above max_temperature</span>
+<span class="c1">#&#39; and returns the status.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @param temperature_celsius The temperature of the core</span>
+<span class="c1">#&#39; @return 1 if the temperature is in range, otherwise 0</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">reactor</span><span class="o">::</span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Importing modules inside functions is not allowed in Julia and must be done at top-level</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    check_reactor_temperature(temperature_celsius)</span>
+
+<span class="s">Checks whether temperature is above max_temperature</span>
+<span class="s">and returns a status.</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-7-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-7-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-3">
+<p class="admonition-title">Solution</p>
+<p>This function depends on the value of
+<code class="docutils literal notranslate"><span class="pre">reactor.max_temperature</span></code> so the function is not pure, so testing gets
+harder. You could use monkey patching to override the value of
+<code class="docutils literal notranslate"><span class="pre">max_temperature</span></code>, and test it with different values.  <a class="reference external" href="https://en.wikipedia.org/wiki/Monkey_patch">Monkey
+patching</a> is the concept
+of artificially changing some other value.</p>
+<p>A better solution would probably be to rewrite the function.</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-8-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-8-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-8-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-8-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-8-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-8-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-8-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-8-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_set_temp</span><span class="p">(</span><span class="n">monkeypatch</span><span class="p">):</span>
+    <span class="n">monkeypatch</span><span class="o">.</span><span class="n">setattr</span><span class="p">(</span><span class="n">reactor</span><span class="p">,</span> <span class="s2">&quot;max_temperature&quot;</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span>  <span class="o">==</span> <span class="mi">0</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>   <span class="c1"># boundary cases easily go wrong</span>
+    <span class="k">assert</span> <span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// Changing variables included from headers (monkey patching) is not possible in C++.</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;reactor.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check reactor state&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[reactor_state]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">FINE</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">ReactorState</span><span class="o">::</span><span class="n">CRITICAL</span><span class="p">);</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># Changing variables imported from modules (monkey patching) is not possible in R.</span>
+<span class="c1"># To be able to test this function properly it needs to be made pure:</span>
+<span class="n">check_reactor_temperature</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">max_temperature</span><span class="p">,</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">else</span>
+<span class="w">    </span><span class="n">status</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0</span>
+<span class="w">  </span><span class="n">status</span>
+<span class="p">}</span>
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test reactor temperature&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">99</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">100</span><span class="p">),</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w">  </span><span class="c1"># boundary cases easily go wrong</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">check_reactor_temperature</span><span class="p">(</span><span class="m">100</span><span class="p">,</span><span class="w"> </span><span class="m">101</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># Changing variables imported from modules (monkey patching) is not possible in Julia.</span>
+<span class="c"># To be able to test this function properly it needs to be made pure:</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="n">temperature_celsius</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">temperature_celsius</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="c"># normal invocation:</span>
+<span class="k">using</span><span class="w"> </span><span class="n">reactor</span><span class="o">:</span><span class="w"> </span><span class="n">max_temperature</span>
+<span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="n">max_temperature</span><span class="p">)</span>
+
+<span class="c"># tests</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test check_reactor_temperature function&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">99</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w">   </span><span class="c"># boundary cases easily go wrong</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">check_reactor_temperature</span><span class="p">(</span><span class="mi">101</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-8-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-8-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! also here, not easy to test and better rewrite the function</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+<div class="admonition-design-5-design-a-test-for-a-method-of-a-mutable-class exercise important admonition" id="exercise-4">
+<p class="admonition-title">Design-5: Design a test for a method of a mutable class</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-9-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-9-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-9-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-9-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-9-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-9-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-9-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-9-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">Pet</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">def</span> <span class="nf">go_for_a_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>  <span class="c1"># &lt;-- how would you test this function?</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hunger</span> <span class="o">+=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">Pet</span><span class="w"> </span><span class="p">{</span>
+<span class="w"> </span><span class="k">private</span><span class="o">:</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger_</span><span class="p">{</span><span class="mi">0</span><span class="p">};</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name_</span><span class="p">{};</span>
+
+<span class="w"> </span><span class="k">public</span><span class="o">:</span>
+<span class="w">  </span><span class="k">explicit</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">name_</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{}</span>
+<span class="w">  </span><span class="kt">void</span><span class="w"> </span><span class="n">go_for_a_walk</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">hunger_</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="w">  </span><span class="c1">// ^-- how would you test this function?</span>
+<span class="w">  </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="k">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">hunger_</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
+<span class="p">};</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="n">Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">name</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">structure</span><span class="p">(</span>
+<span class="w">    </span><span class="nf">list</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">0</span><span class="p">),</span>
+<span class="w">    </span><span class="n">class</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;Pet&quot;</span>
+<span class="w">  </span><span class="p">)</span>
+<span class="p">}</span>
+
+<span class="c1"># How would you test this function?</span>
+<span class="n">take_for_a_walk</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="nf">UseMethod</span><span class="p">(</span><span class="s">&quot;take_for_a_walk&quot;</span><span class="p">)</span>
+<span class="n">take_for_a_walk.Pet</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">pet</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">pet</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
+<span class="w">  </span><span class="n">pet</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># the closest thing to a class in Julia is a `mutable struct`</span>
+<span class="k">mutable</span><span class="w"> </span><span class="k">struct</span> <span class="kt">Pet</span>
+<span class="w">    </span><span class="n">name</span><span class="o">::</span><span class="kt">String</span>
+<span class="w">    </span><span class="n">hunger</span><span class="o">::</span><span class="kt">Int64</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">pet</span><span class="o">::</span><span class="kt">Pet</span><span class="p">)</span>
+<span class="w">    </span><span class="n">pet</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-9-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-9-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-4">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-10-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-10-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-10-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-10-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-10-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-10-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-10-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-10-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_pet</span><span class="p">():</span>
+    <span class="n">p</span> <span class="o">=</span> <span class="n">Pet</span><span class="p">(</span><span class="s1">&#39;fido&#39;</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">1</span>
+
+    <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="n">p</span><span class="o">.</span><span class="n">go_for_a_walk</span><span class="p">()</span>
+    <span class="k">assert</span> <span class="n">p</span><span class="o">.</span><span class="n">hunger</span> <span class="o">==</span> <span class="mi">0</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;pet.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Check my pets&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[pets]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fido</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+
+<span class="w">  </span><span class="n">fido</span><span class="p">.</span><span class="n">go_for_a_walk</span><span class="p">();</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fido</span><span class="p">.</span><span class="n">hunger</span><span class="p">()</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="p">);</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test Pet class&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">Pet</span><span class="p">(</span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">&quot;fido&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+
+<span class="w">  </span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">-1</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">take_for_a_walk</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="n">p</span><span class="o">$</span><span class="n">hunger</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="c"># create the mutable struct and test it</span>
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;Test mutable struct&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Pet</span><span class="p">(</span><span class="s">&quot;fido&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">go_for_a_walk!</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">p</span><span class="o">.</span><span class="n">hunger</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-10-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-10-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="c">! missing - please submit an example</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="test-driven-development">
+<h2>Test-driven development<a class="headerlink" href="#test-driven-development" title="Link to this heading"></a></h2>
+<div class="admonition-design-6-experience-test-driven-development exercise important admonition" id="exercise-5">
+<p class="admonition-title">Design-6: Experience test-driven development</p>
+<p>Write a test before writing the function! You can decide yourself
+what your unwritten function should do, but as a suggestion it can
+be based on <a class="reference external" href="https://en.wikipedia.org/wiki/Fizz_buzz">FizzBuzz</a> - i.e.
+a function that:</p>
+<ul class="simple">
+<li><p>takes an integer argument</p></li>
+<li><p>for arguments that are multiples of three, returns “Fizz”</p></li>
+<li><p>for arguments that are multiples of five, returns “Buzz”</p></li>
+<li><p>for arguments that are multiples of both three and five, returns “FizzBuzz”</p></li>
+<li><p>fails in case of non-integer arguments or integer arguments 0 or negative</p></li>
+<li><p>otherwise returns the integer itself</p></li>
+</ul>
+<p>When writing the tests, consider the different ways that the function could
+and should fail.</p>
+<p>After you have written the tests, implement the function and run the tests
+until they pass.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-5">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-11-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-11-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-11-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-11-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-11-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button><button aria-controls="panel-11-Rm9ydHJhbg==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tab" tabindex="-1">Fortran</button></div><div aria-labelledby="tab-11-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-11-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pytest</span>
+
+<span class="k">def</span> <span class="nf">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">number</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">TypeError</span>
+    <span class="k">if</span> <span class="n">number</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;FizzBuzz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">3</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Fizz&quot;</span>
+    <span class="k">elif</span> <span class="n">number</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">return</span> <span class="s2">&quot;Buzz&quot;</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">number</span>
+
+<span class="k">def</span> <span class="nf">test_fizzbuzz</span><span class="p">():</span>
+    <span class="n">expected_result</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span>
+                       <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="s2">&quot;FizzBuzz&quot;</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="s2">&quot;Fizz&quot;</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="s2">&quot;Buzz&quot;</span><span class="p">]</span>
+    <span class="n">obtained_result</span> <span class="o">=</span> <span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">)]</span>
+
+    <span class="k">assert</span> <span class="n">obtained_result</span> <span class="o">==</span> <span class="n">expected_result</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">ValueError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+    <span class="k">with</span> <span class="n">pytest</span><span class="o">.</span><span class="n">raises</span><span class="p">(</span><span class="ne">TypeError</span><span class="p">):</span>
+        <span class="n">fizzbuzz</span><span class="p">(</span><span class="s2">&quot;rabbit&quot;</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">):</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">main</span><span class="p">()</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// in the fizzbuzz.hpp header file</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="w"> </span><span class="nf">fizzbuzz</span><span class="p">(</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">to_string</span><span class="p">(</span><span class="n">n</span><span class="p">);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the main executable</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+
+<span class="c1">// in the source file for the test</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;string&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;fizzbuzz.hpp&quot;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[fizzbuzz]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&gt;</span><span class="p">{</span>
+<span class="w">	</span><span class="s">&quot;1&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;2&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;4&quot;</span><span class="p">,</span><span class="w">    </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;7&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;8&quot;</span><span class="p">,</span><span class="w">        </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;11&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;13&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;14&quot;</span><span class="p">,</span>
+<span class="w">	</span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;16&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;17&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;19&quot;</span><span class="p">,</span><span class="w">   </span><span class="s">&quot;Buzz&quot;</span><span class="p">};</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="mi">21</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1"># define the function</span>
+<span class="n">fizz_buzz</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">number</span><span class="p">){</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="o">!</span><span class="n">number</span><span class="o">%%</span><span class="m">1</span><span class="o">==</span><span class="m">0</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">     </span><span class="nf">stop</span><span class="p">(</span><span class="s">&quot;non-integer or negative input not allowed!&quot;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if</span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="nf">if </span><span class="p">(</span><span class="n">number</span><span class="o">%%</span><span class="m">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">0</span><span class="p">){</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="n">else</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="n">number</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span>
+<span class="p">}</span>
+
+<span class="c1"># apply it to the numbers 1 to 50</span>
+<span class="nf">for </span><span class="p">(</span><span class="n">number</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">print</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="n">number</span><span class="p">))</span>
+<span class="p">}</span>
+
+
+<span class="nf">library</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;Test FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1</span><span class="p">),</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">2</span><span class="p">),</span><span class="w"> </span><span class="m">2</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">3</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Fizz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">4</span><span class="p">),</span><span class="w"> </span><span class="m">4</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;Buzz&#39;</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">15</span><span class="p">),</span><span class="w"> </span><span class="s">&#39;FizzBuzz&#39;</span><span class="p">)</span><span class="w">  </span>
+
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">-1</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="m">1.5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_error</span><span class="p">(</span><span class="nf">fizz_buzz</span><span class="p">(</span><span class="s">&#39;rabbit&#39;</span><span class="p">))</span><span class="w">    </span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">number</span><span class="o">::</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="n">throw</span><span class="p">(</span><span class="kt">DomainError</span><span class="p">(</span><span class="n">number</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;number needs to be 1 or higher&quot;</span><span class="p">))</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">15</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span>
+<span class="w">    </span><span class="k">elseif</span><span class="w"> </span><span class="n">number</span><span class="w"> </span><span class="o">%</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">number</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">expected_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">7</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">11</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span>
+<span class="w">                       </span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="mi">14</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;FizzBuzz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">16</span><span class="p">,</span><span class="w"> </span><span class="mi">17</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Fizz&quot;</span><span class="p">,</span><span class="w"> </span><span class="mi">19</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;Buzz&quot;</span><span class="p">]</span>
+<span class="w">    </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span><span class="p">]</span>
+
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">obtained_result</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_result</span>
+
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">MethodError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mf">1.5</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test_throws</span><span class="w"> </span><span class="kt">DomainError</span><span class="w"> </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">)</span>
+
+<span class="k">end</span>
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">20</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-11-Rm9ydHJhbg==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-11-Rm9ydHJhbg==" name="Rm9ydHJhbg==" role="tabpanel" tabindex="0"><div class="highlight-fortran notranslate"><div class="highlight"><pre><span></span><span class="k">module </span><span class="n">fizzbuzz_mod</span>
+<span class="k">contains</span>
+<span class="w">   </span><span class="c">! Evaluates the fizzbuzz of n</span>
+<span class="w">   </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="k">function </span><span class="n">fizzbuzz</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">implicit none</span>
+<span class="k">      </span><span class="kt">integer</span><span class="p">,</span><span class="w"> </span><span class="k">intent</span><span class="p">(</span><span class="n">in</span><span class="p">)</span><span class="w"> </span><span class="kd">::</span><span class="w"> </span><span class="n">n</span>
+<span class="w">      </span><span class="kt">character</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span><span class="w"> </span><span class="n">str1</span>
+<span class="w">      </span><span class="k">if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;FizzBuzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Fizz&#39;</span>
+<span class="w">         </span><span class="n">str1</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="nb">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Buzz&#39;</span>
+<span class="w">      </span><span class="k">else if</span><span class="p">(</span><span class="w"> </span><span class="n">n</span><span class="o">&lt;</span><span class="mi">0</span><span class="w"> </span><span class="p">)</span><span class="w"> </span><span class="k">then</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="s1">&#39;Err n&lt;0&#39;</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="k">         </span><span class="n">str1</span><span class="o">=</span><span class="nb">char</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end if</span>
+<span class="k">      </span><span class="n">fizzbuzz</span><span class="o">=</span><span class="n">str1</span>
+<span class="w">   </span><span class="k">end function </span><span class="n">fizzbuzz</span>
+<span class="k">end module </span><span class="n">fizzbuzz_mod</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="nd">@test</span>
+<span class="n">subroutine</span> <span class="n">test_fizzbuzz</span><span class="p">()</span>
+   <span class="n">use</span> <span class="n">fizzbuzz_mod</span>
+   <span class="n">use</span> <span class="n">funit</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Fizz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(12)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;Buzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">25</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(25)&#39;</span><span class="p">)</span>
+   <span class="nd">@assertEqual</span><span class="p">(</span><span class="s1">&#39;FizzBuzz&#39;</span><span class="p">,</span> <span class="n">fizzbuzz</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span> <span class="s1">&#39;fizzbuzz(60)&#39;</span><span class="p">)</span>
+<span class="n">end</span> <span class="n">subroutine</span> <span class="n">test_fizzbuzz</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="testing-randomness">
+<h2>Testing randomness<a class="headerlink" href="#testing-randomness" title="Link to this heading"></a></h2>
+<p>How would you test functions which generate random numbers
+according to some distribution/statistics?</p>
+<p>Functions and modules which contain randomness are
+more difficult to test than pure deterministic functions, but
+many strategies exist:</p>
+<ul class="simple">
+<li><p>For unit tests we can use fixed random seeds.</p></li>
+<li><p>Try to test whether your results follow the expected
+distribution/statistics.</p></li>
+<li><p>When you verify your code “by eye”, what are you looking at? Now try
+to express that in a script.</p></li>
+</ul>
+<div class="admonition-design-7-write-two-different-types-of-tests-for-randomness exercise important admonition" id="exercise-6">
+<p class="admonition-title">Design-7: Write two different types of tests for randomness</p>
+<p>Consider the code below which simulates playing
+<a class="reference external" href="https://en.wikipedia.org/wiki/Yahtzee">Yahtzee</a> by using
+random numbers. How would you go about testing it?</p>
+<p>Try to write two types of tests:</p>
+<ul class="simple">
+<li><p>a <em>unit test</em> for the <code class="docutils literal notranslate"><span class="pre">roll_dice</span></code> function. Since it uses
+random numbers, you will need to <strong>set the random seed</strong>,
+pre-calculate what sequence of dice throws you get with that seed,
+and use that in your test.</p></li>
+<li><p>a test of the <code class="docutils literal notranslate"><span class="pre">yahtzee</span></code> function which considers the statistical
+probability of obtaining a “Yahtzee” (5 dice with the same value
+after three throws), which is around 4.6%. This test will be
+an <em>integration test</em> since it tests multiple functions including the
+random number generator itself.</p></li>
+</ul>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-12-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-12-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-12-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-12-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-12-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-12-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-12-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-12-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
+
+
+<span class="k">def</span> <span class="nf">roll_dice</span><span class="p">(</span><span class="n">num_dice</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)]</span>
+
+
+<span class="k">def</span> <span class="nf">yahtzee</span><span class="p">():</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="sd">    Collect as many of the same dice side as possible.</span>
+<span class="sd">    Returns the number of same sides.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># first throw</span>
+    <span class="n">result</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+    <span class="n">most_common_side</span><span class="p">,</span> <span class="n">how_often</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="c1"># we keep the most common side</span>
+    <span class="n">target_side</span> <span class="o">=</span> <span class="n">most_common_side</span>
+    <span class="n">num_same_sides</span> <span class="o">=</span> <span class="n">how_often</span>
+    <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="c1"># second and third throw</span>
+    <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]:</span>
+        <span class="n">throw</span> <span class="o">=</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span> <span class="o">-</span> <span class="n">num_same_sides</span><span class="p">)</span>
+        <span class="n">num_same_sides</span> <span class="o">+=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">throw</span><span class="p">)[</span><span class="n">target_side</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_same_sides</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
+            <span class="k">return</span> <span class="mi">5</span>
+
+    <span class="k">return</span> <span class="n">num_same_sides</span>
+
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">num_games</span> <span class="o">=</span> <span class="mi">100</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_games</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;out of the </span><span class="si">{</span><span class="n">num_games</span><span class="si">}</span><span class="s2"> games, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span><span class="si">}</span><span class="s2"> got a yahtzee!&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;cstdlib&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;tuple&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;vector&gt;</span>
+
+<span class="cm">/* Roll a fair die n_dice times. The faces of the die can be set (default is 1 to 6).</span>
+<span class="cm"> * The PRNG engine is moved in the function such that changes in its state are propagated back to the caller.</span>
+<span class="cm"> */</span>
+<span class="k">template</span><span class="w"> </span><span class="o">&lt;</span><span class="k">typename</span><span class="w"> </span><span class="nc">PRNGEngine</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">())</span><span class="o">&gt;</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">},</span>
+<span class="w">    </span><span class="n">PRNGEngine</span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="n">gen</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">random_device</span><span class="p">()()))</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// create a fair die</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">weights</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">double</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mf">1.0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">fair_dice</span><span class="w"> </span><span class="o">=</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">discrete_distribution</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">weights</span><span class="p">.</span><span class="n">begin</span><span class="p">(),</span><span class="w"> </span><span class="n">weights</span><span class="p">.</span><span class="n">end</span><span class="p">());</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">rolls</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0u</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_dice</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">rolls</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">fair_dice</span><span class="p">(</span><span class="n">gen</span><span class="p">)];</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">rolls</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="cm">/* count how many times each face comes up */</span>
+<span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">toss</span><span class="p">,</span>
+<span class="w">				</span><span class="k">const</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;&amp;</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
+<span class="w">				    </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">(),</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">faces</span><span class="p">.</span><span class="n">size</span><span class="p">();</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">face_counts</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">count</span><span class="p">(</span><span class="n">toss</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">toss</span><span class="p">.</span><span class="n">cend</span><span class="p">(),</span><span class="w"> </span><span class="n">faces</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">face_counts</span><span class="p">;</span>
+<span class="p">}</span>
+
+<span class="n">std</span><span class="o">::</span><span class="n">tuple</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">faces</span><span class="p">](</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">);</span><span class="w"> </span><span class="p">};</span>
+<span class="w">  </span><span class="c1">// throw all dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">first_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="p">);</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">face_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">first_toss</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">it_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">max_element</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">face_counts</span><span class="p">.</span><span class="n">cend</span><span class="p">());</span>
+<span class="w">  </span><span class="c1">// number of faces that showed the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">*</span><span class="n">it_max</span><span class="p">;</span>
+<span class="w">  </span><span class="c1">// corresponding index in the array, will be used to get which face showed up</span>
+<span class="w">  </span><span class="c1">// the most</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">idx_max</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">face_counts</span><span class="p">.</span><span class="n">cbegin</span><span class="p">(),</span><span class="w"> </span><span class="n">it_max</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// all 5 dice showed the same face! YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// no yahtzee :(</span>
+<span class="w">  </span><span class="c1">// we throw (n_dice - n_collected) dice</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">second_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">second_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+<span class="w">  </span><span class="c1">// YAHTZEE!</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+
+<span class="w">  </span><span class="c1">// final chance</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">third_toss</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">toss</span><span class="p">(</span><span class="n">n_dice</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="w">  </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">third_toss</span><span class="p">,</span><span class="w"> </span><span class="p">{</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">]})[</span><span class="mi">0</span><span class="p">];</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">make_tuple</span><span class="p">(</span><span class="n">faces</span><span class="p">[</span><span class="n">idx_max</span><span class="p">],</span><span class="w"> </span><span class="n">n_collected</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="kt">int</span><span class="w"> </span><span class="n">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mi">100</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;We got &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot; times in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span>
+<span class="w">	      </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;YAHTZEE in round &quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="k">return</span><span class="w"> </span><span class="n">EXIT_SUCCESS</span><span class="p">;</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="c1">#&#39; Roll a fair die num_dice times.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return A vector of die throw results</span>
+<span class="n">roll_dice</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">(</span><span class="n">num_dice</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">ceiling</span><span class="p">(</span><span class="nf">runif</span><span class="p">(</span><span class="n">num_dice</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">))</span>
+<span class="p">}</span>
+
+<span class="c1">#&#39; Play yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="c1">#&#39; Collect as many of the same dice side as possible.</span>
+<span class="c1">#&#39;</span>
+<span class="c1">#&#39; @return The number of same sides</span>
+<span class="n">yahtzee</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">function</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">most_common_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.numeric</span><span class="p">(</span><span class="nf">names</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))]))[</span><span class="m">1</span><span class="p">]</span>
+<span class="w">  </span><span class="n">how_often</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">as.vector</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">)[</span><span class="nf">which.max</span><span class="p">(</span><span class="nf">table</span><span class="p">(</span><span class="n">res</span><span class="p">))])[</span><span class="m">1</span><span class="p">]</span>
+
+<span class="w">  </span><span class="c1"># we keep the most common side</span>
+<span class="w">  </span><span class="n">target_side</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">most_common_side</span>
+<span class="w">  </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">how_often</span>
+<span class="w">  </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="c1"># second and third throw</span>
+<span class="w">  </span><span class="nf">for </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="n">in</span><span class="w"> </span><span class="m">2</span><span class="o">:</span><span class="m">3</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">target_side</span><span class="p">)</span>
+
+<span class="w">    </span><span class="nf">if </span><span class="p">(</span><span class="n">num_same_sides</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="nf">return</span><span class="p">(</span><span class="m">5</span><span class="p">)</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+<span class="w">  </span><span class="nf">return</span><span class="p">(</span><span class="n">num_same_sides</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-12-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-12-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    roll_dice(n_dice::Int=5, sides=(1,2,3,4,5,6))</span>
+
+<span class="s">Returns array of n_dice random integers corresponding to the sides of dice</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">::</span><span class="kt">Int</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="p">[</span><span class="n">rand</span><span class="p">(</span><span class="n">sides</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_dice</span><span class="p">]</span>
+<span class="k">end</span>
+
+<span class="s">&quot;&quot;&quot;</span>
+<span class="s">    yahtzee()</span>
+
+<span class="s">Play Yahtzee with 5 6-sided dice and 3 throws.</span>
+<span class="s">Collect as many of the same dice side as possible.</span>
+<span class="s">Returns a tuple with the collected side (e.g. 4&#39;s) and</span>
+<span class="s">how many of that side (between 1 and 5).</span>
+<span class="s">&quot;&quot;&quot;</span>
+<span class="k">function</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">sides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="c"># we first throw all dice</span>
+<span class="w">    </span><span class="n">first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># count how many times each side comes up</span>
+<span class="w">    </span><span class="n">side_counts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">i</span><span class="p">,</span><span class="n">first_throw</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">sides</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># collected_side is the dice side we will start collecting</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">collected_side</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findmax</span><span class="p">(</span><span class="n">side_counts</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># now we throw n_dice-n_collected dice and hope to get more collected_side</span>
+<span class="w">    </span><span class="n">second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">second_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="w">    </span><span class="k">end</span>
+
+<span class="w">    </span><span class="c"># final throw...</span>
+<span class="w">    </span><span class="n">third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="o">-</span><span class="n">n_collected</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_new_matches</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">count</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="n">x</span><span class="o">==</span><span class="n">collected_side</span><span class="p">,</span><span class="n">third_throw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n_collected</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">n_new_matches</span>
+
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span>
+<span class="k">end</span>
+
+
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;We got </span><span class="si">$n_collected</span><span class="s"> </span><span class="si">$collected_side</span><span class="s">&#39;s in this round&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Yay, it&#39;s a Yahtzee!&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+<div class="admonition-solution solution important dropdown admonition" id="solution-6">
+<p class="admonition-title">Solution</p>
+<div class="sphinx-tabs docutils container">
+<div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-13-UHl0aG9u" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-13-UHl0aG9u" name="UHl0aG9u" role="tab" tabindex="0">Python</button><button aria-controls="panel-13-Qysr" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Qysr" name="Qysr" role="tab" tabindex="-1">C++</button><button aria-controls="panel-13-Ug==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-Ug==" name="Ug==" role="tab" tabindex="-1">R</button><button aria-controls="panel-13-SnVsaWE=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-13-SnVsaWE=" name="SnVsaWE=" role="tab" tabindex="-1">Julia</button></div><div aria-labelledby="tab-13-UHl0aG9u" class="sphinx-tabs-panel group-tab" id="panel-13-UHl0aG9u" name="UHl0aG9u" role="tabpanel" tabindex="0"><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">test_roll_dice</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+    <span class="k">assert</span> <span class="n">roll_dice</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="o">==</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
+
+
+<span class="kn">import</span> <span class="nn">pytest</span>
+<span class="k">def</span> <span class="nf">test_yahtzee</span><span class="p">():</span>
+    <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">n_tests</span> <span class="o">=</span> <span class="mi">1_000_000</span>
+
+    <span class="n">winning_games</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
+        <span class="nb">filter</span><span class="p">(</span>
+            <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span>
+            <span class="p">[</span><span class="n">yahtzee</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tests</span><span class="p">)],</span>
+        <span class="p">)</span>
+    <span class="p">)</span>
+
+    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">winning_games</span><span class="p">)</span> <span class="o">/</span> <span class="n">n_tests</span> <span class="o">==</span> <span class="n">pytest</span><span class="o">.</span><span class="n">approx</span><span class="p">(</span><span class="mf">0.046</span><span class="p">,</span> <span class="nb">abs</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Qysr" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Qysr" name="Qysr" role="tabpanel" tabindex="0"><div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;random&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;catch2/catch.hpp&gt;</span>
+
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;yahtzee.hpp&quot;</span>
+
+<span class="k">using</span><span class="w"> </span><span class="k">namespace</span><span class="w"> </span><span class="nn">Catch</span><span class="o">::</span><span class="nn">literals</span><span class="p">;</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Tossing 5 dice&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[toss]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">faces</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+
+<span class="w">  </span><span class="c1">// we fix both the random device and the random engine.</span>
+<span class="w">  </span><span class="c1">// the latter is necessary since the default random engine is implementation-dependent</span>
+<span class="w">  </span><span class="n">std</span><span class="o">::</span><span class="n">mt19937</span><span class="w"> </span><span class="n">prng</span><span class="p">;</span>
+<span class="w">  </span><span class="n">prng</span><span class="p">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_1</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_1</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_1</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_2</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_2</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_2</span><span class="p">);</span>
+
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">expected_3</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="o">&gt;</span><span class="p">{</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">};</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">toss_3</span><span class="w">  </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">faces</span><span class="p">,</span><span class="w"> </span><span class="n">prng</span><span class="p">);</span>
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="n">toss_3</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">expected_3</span><span class="p">);</span>
+<span class="p">}</span>
+
+<span class="n">TEST_CASE</span><span class="p">(</span><span class="s">&quot;Distribution of Yahtzee&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;[yahtzee]&quot;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="c1">// try a million throws and see if we get close</span>
+<span class="w">  </span><span class="c1">// to the statistical average of 4.6%</span>
+<span class="w">  </span><span class="c1">// (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">  </span><span class="k">auto</span><span class="w"> </span><span class="n">n_trials</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1e6</span><span class="p">;</span>
+
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="k">auto</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">n_trials</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="kt">unsigned</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
+<span class="w">    </span><span class="n">std</span><span class="o">::</span><span class="n">tie</span><span class="p">(</span><span class="n">value</span><span class="p">,</span><span class="w"> </span><span class="n">times</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">();</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">times</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">      </span><span class="o">++</span><span class="n">n_yahtzees</span><span class="p">;</span>
+<span class="w">    </span><span class="p">}</span>
+<span class="w">  </span><span class="p">}</span>
+
+<span class="w">  </span><span class="n">REQUIRE</span><span class="p">(</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_tests</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mf">0.046</span><span class="n">_a</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-Ug==" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-Ug==" name="Ug==" role="tabpanel" tabindex="0"><div class="highlight-R notranslate"><div class="highlight"><pre><span></span><span class="nf">if </span><span class="p">(</span><span class="o">!</span><span class="nf">require</span><span class="p">(</span><span class="n">testthat</span><span class="p">))</span><span class="w"> </span><span class="nf">install.packages</span><span class="p">(</span><span class="n">testthat</span><span class="p">)</span>
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;dice is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="nf">set.seed</span><span class="p">(</span><span class="m">42</span><span class="p">)</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">4</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">))</span>
+<span class="w">  </span><span class="nf">expect_equal</span><span class="p">(</span><span class="nf">roll_dice</span><span class="p">(</span><span class="m">5</span><span class="p">),</span><span class="w"> </span><span class="nf">c</span><span class="p">(</span><span class="m">3</span><span class="p">,</span><span class="w"> </span><span class="m">5</span><span class="p">,</span><span class="w"> </span><span class="m">6</span><span class="p">,</span><span class="w"> </span><span class="m">2</span><span class="p">,</span><span class="w"> </span><span class="m">3</span><span class="p">))</span>
+<span class="p">})</span>
+
+
+<span class="nf">test_that</span><span class="p">(</span><span class="s">&quot;yahtzee is working&quot;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
+<span class="w">  </span><span class="n">n_games</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">1e6</span><span class="w"> </span><span class="c1">#could be very slow, when in doubt change to 1e4</span>
+
+<span class="w">  </span><span class="n">n_winning</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="nf">replicate</span><span class="p">(</span><span class="n">n_games</span><span class="p">,</span><span class="w"> </span><span class="nf">yahtzee</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="m">5</span><span class="p">)</span>
+<span class="w">  </span><span class="n">res</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="p">(</span><span class="n">n_winning</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="n">n_games</span><span class="p">)</span>
+<span class="w">  </span><span class="n">expected</span><span class="w"> </span><span class="o">&lt;-</span><span class="w"> </span><span class="m">0.046</span>
+<span class="w">  </span><span class="nf">expect_lt</span><span class="p">(</span><span class="nf">abs</span><span class="p">(</span><span class="n">res</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">expected</span><span class="p">),</span><span class="w"> </span><span class="m">0.003</span><span class="p">)</span>
+<span class="p">})</span>
+</pre></div>
+</div>
+</div><div aria-labelledby="tab-13-SnVsaWE=" class="sphinx-tabs-panel group-tab" hidden="true" id="panel-13-SnVsaWE=" name="SnVsaWE=" role="tabpanel" tabindex="0"><div class="highlight-julia notranslate"><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Random</span>
+
+<span class="n">include</span><span class="p">(</span><span class="s">&quot;yahtzee.jl&quot;</span><span class="p">)</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;test roll_dice&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># fix random seed</span>
+<span class="w">    </span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1234</span><span class="p">);</span>
+<span class="w">    </span><span class="c"># known sequence for given seed</span>
+<span class="w">    </span><span class="n">exp_first_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_second_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">6</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">4</span><span class="p">]</span>
+<span class="w">    </span><span class="n">exp_third_throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">]</span>
+
+<span class="w">    </span><span class="n">n_dice</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">    </span><span class="n">sides</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_first_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_second_throw</span>
+<span class="w">    </span><span class="n">throw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">roll_dice</span><span class="p">(</span><span class="n">n_dice</span><span class="p">,</span><span class="w"> </span><span class="n">sides</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">throw</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">exp_third_throw</span>
+<span class="k">end</span>
+
+<span class="nd">@testset</span><span class="w"> </span><span class="s">&quot;testing yahtzee&quot;</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="c"># try a million throws and see if we get close</span>
+<span class="w">    </span><span class="c"># to the statistical average of 4.6%</span>
+<span class="w">    </span><span class="c"># (https://en.wikipedia.org/wiki/Yahtzee#Probabilities)</span>
+<span class="w">    </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">n_tests</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1_000_000</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n_tests</span>
+<span class="w">        </span><span class="n">collected_side</span><span class="p">,</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">yahtzee</span><span class="p">()</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">n_collected</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">5</span>
+<span class="w">            </span><span class="n">n_yahtzees</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@test</span><span class="w"> </span><span class="n">n_yahtzees</span><span class="o">/</span><span class="n">n_tests</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="mf">0.046</span><span class="w"> </span><span class="n">atol</span><span class="o">=</span><span class="mf">0.001</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div></div>
+</div>
+</div>
+</section>
+<section id="designing-an-end-to-end-test">
+<h2>Designing an end-to-end test<a class="headerlink" href="#designing-an-end-to-end-test" title="Link to this heading"></a></h2>
+<p>In this exercise we will practice designing an end-to-end test.
+In an end-to-end test (or integration test), the unit is the entire program.
+We typically feed the program with some well defined input and verify
+that it still produces the expected output by comparing it to some reference.</p>
+<div class="admonition-design-8-design-but-not-write-an-end-to-end-test-for-the-uniq-program exercise important admonition" id="exercise-7">
+<p class="admonition-title">Design-8: Design (but not write) an end-to-end test for the uniq program</p>
+<p>To have a tangible example, let us consider the <code class="docutils literal notranslate"><span class="pre">uniq</span></code> command. This command
+can read a file or an input stream and remove consecutive repetition.
+The program behind <code class="docutils literal notranslate"><span class="pre">uniq</span></code> has been written by somebody else, it probably contains
+some functions, but we will not look into it but regard it as “black box”.</p>
+<p>If we have a file called <code class="docutils literal notranslate"><span class="pre">repetitive-text.txt</span></code> containing:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>… then feeding this input file to <code class="docutils literal notranslate"><span class="pre">uniq</span></code> like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ uniq &lt; repetitive-text.txt
+</pre></div>
+</div>
+<p>… will produce the following output with repetitions removed:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+<span class="n">another</span> <span class="n">line</span>
+<span class="n">intermission</span>
+<span class="n">more</span> <span class="n">repetition</span>
+<span class="p">(</span><span class="nb">all</span> <span class="n">together</span> <span class="n">now</span><span class="p">)</span> <span class="nb">all</span> <span class="n">together</span> <span class="n">now</span>
+</pre></div>
+</div>
+<p>How would you write an end-to-end test for <code class="docutils literal notranslate"><span class="pre">uniq</span></code>?</p>
+</div>
+<div class="admonition-design-9-more-end-to-end-testing exercise important admonition" id="exercise-8">
+<p class="admonition-title">Design-9: More end-to-end testing</p>
+<ul class="simple">
+<li><p>Now imagine a code which reads numbers and produces some (floating
+point) numbers. How would you test that?</p></li>
+<li><p>How would you test a code end-to-end which produces images?</p></li>
+</ul>
+</div>
+<div class="admonition-design-10-create-an-actual-end-to-end-test exercise important admonition" id="exercise-9">
+<p class="admonition-title">Design-10: Create an actual end-to-end test</p>
+<p>Often, you can include tests that run your whole workflow or program.
+For example, you might include sample data and check the output
+against what you expect.  (including sample data is a great idea
+anyway, so this helps a lot!)</p>
+<p>We’ll use the word-count example repository
+<a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>.</p>
+<p>As a reminder, you can run the script like this to get some output,
+which prints to standard output (the terminal):</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>statistics/count.py<span class="w"> </span>data/abyss.txt
+</pre></div>
+</div>
+<p>Your goal is to make a test that can run this and let you know if it’s
+successful or not.  You could use Python, or you could use shell
+scripting.  You can test if these two lines are in the output: <code class="docutils literal notranslate"><span class="pre">the</span> <span class="pre">4044</span></code> and <code class="docutils literal notranslate"><span class="pre">and</span> <span class="pre">2807</span></code>.</p>
+<p>Python hint:
+<a class="reference external" href="https://docs.python.org/3/library/subprocess.html#subprocess.check_output">subprocess.check_output</a>
+will run a command and return its output as a string.</p>
+<p>Bash hint: <code class="docutils literal notranslate"><span class="pre">COMMAND</span> <span class="pre">|</span> <span class="pre">grep</span> <span class="pre">&quot;PATTERN&quot;</span></code> (“pipe to grep”) will be true if
+the pattern is in the command.</p>
+<div class="admonition-solution solution important dropdown admonition" id="solution-7">
+<p class="admonition-title">Solution</p>
+<p>There are two solutions in the repository already, in the <code class="docutils literal notranslate"><span class="pre">tests/</span></code>
+dierectory <a class="reference external" href="https://github.com/coderefinery/word-count">https://github.com/coderefinery/word-count</a>, one in Python
+and one in bash shell.  Neither of these are a very advanced or
+perfect solution, and you could integrate them with pytest or whatever
+other test framework you use.</p>
+<p>The shell one works with shell and prints a bit more output:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>sh<span class="w"> </span>tests/end-to-end-shell.sh
+<span class="go">the 4044</span>
+<span class="go">Success: &#39;the&#39; found correct number of times</span>
+<span class="go">and 2807</span>
+<span class="go">Success: &#39;and&#39; found correct number of times</span>
+<span class="go">Success</span>
+</pre></div>
+</div>
+<p>The Python one:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="gp">$ </span>python3<span class="w"> </span>tests/end-to-end-python.py
+<span class="go">Success</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="admonition-keypoints keypoints admonition" id="keypoints-0">
+<p class="admonition-title">Keypoints</p>
+<ul class="simple">
+<li><p>Pure functions (these are functions without side-effects) are easiest to test.
+And also easiest to reuse in another code project since they don’t depend on
+any side-effects.</p></li>
+<li><p>Classes can be tested but it’s somewhat more elaborate.</p></li>
+</ul>
+</div>
+</section>
+</section>
+
+
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