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🚀 Project Template

The template is a standardized, but flexible project and documentation structure of folders and files for sharing your data science work.

Inspired by literate programming, maintained by the Development Data Group and built as GitHub template repository, the template contains:

  • README, CODE_OF_CONDUCT, CONTRIBUTING templates

    README files are important and often neglected. The files should inform anyone about the first steps to use, learn and contribute to your project.

  • LICENSE

    The LICENSE is a document that determines what others can and cannot do with contents of the repository. If no license is present, no one has permission to use and/or modify your code. The template is licensed under the World Bank Master Community License Agreement. And so will projects generated from it.

  • docs/

    Documentation is often never priotized until last minute. The template aims to revert the malpractice by setting up the documentation as an integral part, inspired by literate programming. With the power of Jupyter Book, data practioners have a way to share Jupyter notebooks on GitHub Pages in a standardized and effortless way.

  • docs/bibliography.bib

    A bibliography using the BibTeX format.

  • data/

    Placeholder folder for data. Data is immutable. By default, the data folder is present but ignored from version control, in order to prevent files of being mistakenly versioned in the code repository.

  • src/

    Placeholder folder for source code. If Python, it is recommended the package is made pip-installable.

  • notebooks/

    Placeholder folder for Jupyter notebooks. Markdown files and Jupyter notebooks can be added to docs/_toc.yml (Table of Contents) to compose the documentation.

  • Issues and Pull Requests GitHub templates

    GitHub allows to customize how issues and pull requests are presented to the public. Custom templates encourage collaboration and maintainability.

*With flexibility comes great responsibility*. The <span style="color:#3EACAD">template</span> makes a few opiniated choices for the structure and code/documentation management of a project for what we envision to be most cases. However, even the best of the templates would never be perfect for the universe of cases out there. All in all, the <span style="color:#3EACAD">template</span> aims to encourage teams to start thinking and assimilate **collaborative coding**, **documentation**​, **enginerring**, **reproducibility​** and **best practices** as an integral part of the project. *In a standardized way*.

In this spirit, if the <span style="color:#3EACAD">template</span> is not for you or in case you have feedback, please consider [opening an issue](https://github.com/worldbank/template/issues) or [submitting a pull request](https://github.com/worldbank/template/pulls) to share your ideas and suggestions. Your contributions would be appreciated immensely.

Usage

Getting Started

Please ensure you are logged in on [GitHub](https://github.com) and have permissions to create a repository.
  1. Create new repository from template

    The template is a GitHub template repository; in other words, you can generate a new GitHub repository with the same files and folders to use as the starting point for your project.

    🌟 Create new repository from template

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    Now, give your repository a name, choose the visibility (Public or Private) and click Create repository from template.

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    Voilà! The repository has been created with the same files and folders of the template.

    For additional information, see the [GitHub documentation](https://docs.github.com/en/repositories/creating-and-managing-repositories/creating-a-repository-from-a-template)
    
  2. Enable GitHub Actions and GitHub Pages

    After creating the repository from the template, you will have to enable GitHub Actions and GitHub Pages to allow the Jupyter Book to be built and published.

    To activate the workflow, please enable GitHub Actions by going to the repository's settings (Settings > Actions > General), and selecting read and write permissions as shown below.

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    To publish, please enable GitHub Pages by going to the repository's settings (Settings > Pages), and selecting to deploy from the gh-pages branch.

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    On the next push to main, the Jupyter Book will be automatically built and published. You can check the progress on the Actions tab.

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    The *documentation* can be published from either *public* and *private* repositories. If publishing private content, please remember to carefully select the content to be made public and to abide by your organization's Data Privacy Policy.
    
  3. Update configurations

    The template comes with a default docs/_config.yml Jupyter Book configuration file. Remember to update it to reflect your project's name and details.

    repository:
    url: https://github.com/worldbank/template
    branch: main
    
     [Jupyter Book Configuration Reference](https://jupyterbook.org/en/stable/customize/config.html)
    
  4. Review and update README files

    The template comes with README files - including this README - that should provide anyone with the information about the first steps to use, learn and contribute to your project. Please replace and/or repurpose the files with instructions and detailed information about your project.

    • CODE_OF_CONDUCT
    • CONTRIBUTING
    • README
    • Issues and Pull Requests GitHub templates
    [Awesome README](https://github.com/matiassingers/awesome-readme)
    
  5. Choose a license

    The template is licensed under the World Bank Master Community License Agreement. A LICENSE is the document that guarantees the repository can be shared, modified and receive contributions. Otherwise, if no license is present, all rights are reserved.


Congratulations! You just created a beautiful home for your project. To access your project page, use (and share) the link as shown below.

🌟 https://<your-github-username>.github.io/<your-project-name>

For example, see this template as a live demo.

🌟 worldbank.github.io/template (Live Demo)

Adding Content

The template is created as a Jupyter Book - an open-source project to build beautiful, publication-quality books and documents from computational content. Let's see below how to add, execute and publish new content for your project.

Table of Contents

When ready to publish the documentation on GitHub Pages, all you need to do is edit the table of contents and add and/or update content you would like to display. Jupyter Book supports content written as Markdown, Jupyter notebooks and reStructuredText files and the docs/_toc.yml file controls the table of contents of your book.

The template comes with the table of contents below as an example.


format: jb-book
root: README

parts:

- caption: Documentation
    numbered: True
    chapters:
  - file: notebooks/world-bank-api.ipynb
- caption: Additional Resources
    chapters:
  - url: <https://datapartnership.org>
        title: Development Data Partnership
  - url: <https://www.worldbank.org/en/about/unit/unit-dec>
        title: World Bank DEC
  - url: <https://www.worldbank.org/en/research/dime>
        title: World Bank DIME

[Jupyter Book Structure and organize content](https://jupyterbook.org/en/stable/basics/organize.html)

Dependencies

The next step is ensure your code is maintainable, realiable and reproducible by including any dependencies and requirements, such as packages, configurations, secrets (template) and addtional instructions.

The template suggests to use conda (or mamba) as environment manager and, as conventional, the environment is controlled by the environment.yml file.

The environment.yml file is where you specify any packages available on the Anaconda repository as well as from the Anaconda Cloud (including conda-forge) to install for your project. Ensure to include the pinned version of packages required by your project (including by Jupyter notebooks).

channels:
  - conda-forge
  - defaults
dependencies:
  - python=3.9
  - bokeh=2.4.3
  - pandas=1.4.3
  - pip:
    - requests==2.28.1

To (re)create the environment on your installation of conda via anaconda, miniconda or preferably miniforge, you only need to pass the environment.yml file, which will install requirements and guarantee that whoever uses your code has the necessary packages (and correct versions). By default, the template uses Python 3.9.

conda env create -n <your-environment-name> -f environment.yml

In case your project uses Python, it is strongly recommended to distribute it as a package.

The <span style="color:#3EACAD">template</span> contains an example - the [datalab](https://github.com/worldbank/template/tree/main/src/datalab) Python package - and will automatically find and install any `src` packages as long as `pyproject.yml` is kept up-to-date.
[Conda Managing Environments](https://conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html)

Jupyter Notebooks

Jupyter Notebooks can be beautifully rendered and downloaded from your book. By default, the template will render any files listed on the table of contents that have a notebook structure. The template comes with a Jupyter notebook example, notebooks/world-bank-api.ipynb, to illustrate.

Optionally, [Jupyter Book](https://jupyterbook.org) can execute notebooks during the build (on GitHub) and display **code outputs** and **interactive visualizations** as part of the *documentation* on the fly. In this case, Jupyter notebooks will be executed by [GitHub Actions](https://github.com/features/actions) during build on each commit to the `main` branch. Thus, it is important to include all [requirements and dependencies](#dependencies) in the repository. In case you would like to ignore a notebook, you can [exclude files from execution](https://jupyterbook.org/en/stable/content/execute.html#exclude-files-from-execution).
[Jupyter Book Write executable content](https://jupyterbook.org/en/stable/content/executable/index.html)

License

The template is licensed under the World Bank Master Community License Agreement. Remember to replace the license if necessary. If open source, choose an open source license.