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# 🚀 Project Template
# Gaza-Israel Conflict Impact Analysis

The <span style="color:#3EACAD">template</span> is a standardized, but flexible *project* and *documentation* structure of folders and files for sharing your data science work.
> Using Alternative Data to Understand Economic Impacts of the 2023 Gaza-Israel Conflict
Inspired by [literate programming](http://literateprogramming.com), maintained by the [Development Data Group](https://www.worldbank.org/en/about/unit/unit-dec/dev) and built as [GitHub template repository](https://docs.github.com/en/repositories/creating-and-managing-repositories/creating-a-repository-from-a-template), the <span style="color:#3EACAD">template</span> contains:
### Data Goods

- [**README**](README), [**CODE_OF_CONDUCT**](docs/CODE_OF_CONDUCT.md), [**CONTRIBUTING**](CONTRIBUTING.md) 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.
Datasets and methods used to generate insights for this project have been prepared as **Data Goods**. Data Goods are comprised of data, reproducible methods (code), documentation, and sample insights. Unlike a traditional data analysis, which results in a single-use report or visualization, Data Goods are designed to be re-used for future updates and projects, thereby building the capacity of the World Bank and partner organizations to quickly and effectively deliver complex data science solutions to pressing global challenges.

- **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 <span style="color:#3EACAD">template</span> is licensed under the [**World Bank Master Community License Agreement**](LICENSE). And so will projects generated from it.
## Contents

- **docs/**

> Documentation is often never priotized until last minute. The <span style="color:#3EACAD">template</span> aims to revert the malpractice by setting up the documentation as an integral part, inspired by [literate programming](http://literateprogramming.com). With the power of [Jupyter Book](https://jupyterbook.org), data practioners have a way to share [Jupyter notebooks](https://jupyter.org) on [GitHub Pages](https://pages.github.com) in a standardized and effortless way.
- **docs/bibliography.bib**
> A `bibliography` using the [BibTeX](https://www.bibtex.org/Format/) 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](https://jupyter.org). 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](https://docs.github.com/en/communities/using-templates-to-encourage-useful-issues-and-pull-requests/configuring-issue-templates-for-your-repository)
> GitHub allows to customize how issues and pull requests are presented to the public. Custom templates encourage collaboration and maintainability.
```{important}
*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

```{margin} ✨ Can't see the <span style="color:#3EACAD">template</span> ?
Please ensure you are logged in on [GitHub](https://github.com) and have permissions to create a repository.
```{tableofcontents}
```

1. **Create new repository from template**

The <span style="color:#3EACAD">template</span> is a [GitHub template repository](https://docs.github.com/en/repositories/creating-and-managing-repositories/creating-a-repository-from-a-template); 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**](https://github.com/worldbank/template/generate)
```{figure} docs/images/github-template.png
---
---
```
Now, give your repository a name, choose the **visibility** (Public or Private) and click **Create repository from template**.
```{figure} docs/images/github-template-create.png
---
---
```
*Voilà!* The repository has been created with the same files and folders of the <span style="color:#3EACAD">template</span>.
```{seealso}
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](https://github.com/features/actions) and [GitHub Pages](https://pages.github.com)**
After creating the repository from the <span style="color:#3EACAD">template</span>, you will have to enable [GitHub Actions](https://github.com/features/actions) and [GitHub Pages](https://pages.github.com) to allow the [Jupyter Book](https://jupyterbook.org) to be built and published.
To activate the workflow, please enable [GitHub Actions](https://github.com/features/actions) by going to the repository's settings (`Settings > Actions > General`), and selecting **read and write permissions** as shown below.
```{figure} docs/images/github-template-action-enable.png
---
---
```
To publish, please enable [GitHub Pages](https://pages.github.com) by going to the repository's settings (`Settings > Pages`), and selecting to deploy from the `gh-pages` branch.
```{figure} docs/images/github-template-pages.png
---
---
```
On the next push to `main`, the [Jupyter Book](https://jupyterbook.org) will be automatically built and published. You can check the progress on the `Actions` tab.
```{figure} docs/images/github-template-action.png
---
---
```
```{caution}
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 <span style="color:#3EACAD">template</span> 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
```
```{seealso}
[Jupyter Book Configuration Reference](https://jupyterbook.org/en/stable/customize/config.html)
```
4. **Review and update README files**
The <span style="color:#3EACAD">template</span> comes with README files - including [this **README**](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
```{seealso}
[Awesome README](https://github.com/matiassingers/awesome-readme)
```
5. **Choose a license**
The <span style="color:#3EACAD">template</span> is licensed under the [**World Bank Master Community License Agreement**](LICENSE). 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.
<hr>
## Data

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

> 🌟 `https://<your-github-username>.github.io/<your-project-name>`
For example, see this <span style="color:#3EACAD">template</span> as a live demo.
> 🌟 [worldbank.github.io/template](http://worldbank.github.io/template) (Live Demo)
### Adding Content
The <span style="color:#3EACAD">template</span> is created as a [Jupyter Book](https://jupyterbook.org/intro.html) - 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](https://pages.github.com/), all you need to do is edit the [table of contents](#table-of-contents) and add and/or update content you would like to display. [Jupyter Book](https://jupyterbook.org) supports content written as [Markdown](https://daringfireball.net/projects/markdown/), [Jupyter](https://jupyter.org) notebooks and [reStructuredText](https://docutils.sourceforge.io/rst.html) files and the `docs/_toc.yml` file controls the [table of contents](#table-of-contents) of your book.
The <span style="color:#3EACAD">template</span> comes with the [table of contents](#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

```
```{seealso}
[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 <span style="color:#3EACAD">template</span> suggests to use [conda](https://docs.conda.io/) (or [mamba](https://mamba.readthedocs.io/en/latest/)) as environment manager and, as [conventional](https://conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html), the environment is controlled by the `environment.yml` file.

The `environment.yml` file is where you specify any packages available on the [Anaconda repository](https://anaconda.org) as well as from the Anaconda Cloud (including [conda-forge](https://conda-forge.org)) 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](https://conda.io) via [anaconda](https://docs.anaconda.com/anaconda/install/), [miniconda](https://docs.conda.io/projects/continuumio-conda/en/latest/user-guide/install/) or preferably [miniforge](https://github.com/conda-forge/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 <span style="color:#3EACAD">template</span> uses [Python 3.9](https://www.python.org).

```
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](https://packaging.python.org/).

```{important}
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.
```

```{seealso}
[Conda Managing Environments](https://conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html)
```

#### Jupyter Notebooks

[Jupyter Notebooks](https://jupyter.org) can be beautifully rendered and downloaded from your book. By default, the <span style="color:#3EACAD">template</span> will render any files listed on the [table of contents](#table-of-contents) that have a notebook structure. The <span style="color:#3EACAD">template</span> comes with a Jupyter notebook example, `notebooks/world-bank-api.ipynb`, to illustrate.

```{important}
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).
```

```{seealso}
[Jupyter Book Write executable content](https://jupyterbook.org/en/stable/content/executable/index.html)
```
Restrictions may apply to the data that support the findings of this study. Data received from the private sector through the Development Data Partnership are subject to the terms and conditions of the data license agreement and the "Official Use Only" data classification. These data are available upon request through the [Development Data Partnership](https://datapartnership.org). Licensing and access information for all other datasets are included in the documentation.

## License

The <span style="color:#3EACAD">template</span> is licensed under the [**World Bank Master Community License Agreement**](LICENSE). Remember to replace the [license](LICENSE.md) if necessary. If open source, [choose an open source license](https://choosealicense.com).
The repository is licensed under the [World Bank Master Community License Agreement](LICENSE).
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only_build_toc_files: true

repository:
url: https://github.com/worldbank/template
url: https://github.com/datapartnership/gaza-israel-conflict-impact-analysis
branch: main

#######################################################################################
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use_edit_page_button: true
use_repository_button: true
use_issues_button: true
baseurl: https://worldbank.github.io/template
baseurl: https://worldbank.github.io/https://github.com/datapartnership/gaza-israel-conflict-impact-analysis
extra_footer: |
<div>
<b>All content (unless otherwise specified) is subject to the <a href="https://raw.githubusercontent.com/worldbank/template/main/LICENSE">World Bank Master Community License Agreement.</a></b>
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(foundational-data)=

# Foundational Datasets and Data Products Summary

## Foundational Datasets

**Foundational Datasets** refer to **all** datasets used in the analytics prepared for a project. The Foundational Datasets table includes a description of the data and their update frequency, as well as access links and contact information for questions about use and access. Users should not require any datasets not included in this table to complete the analytical work for the Data Good.

Following is list of all Foundational Datasets used in this Data Good:

```{note}
**Project Sharepoint** links are only accessible to the project team. For permissions to access these data, please write to the contact provided. The **Development Data Hub** is the World Bank's central data catalogue and includes meta-data and license information.
```

Where feasible, all datasets that can be obtained through the Development Data Hub have been placed in a special collection: *forthcoming*

| ID | Name | License | Description | Update Frequency | Access | Contact |
| --- | ---- | ------- | ----------- | ---------------- | ------ | ------- |
| 1 | Palestine - Subnational Administrative Boundaries | Open | Admin boundaries up to level 2 | Every year (Last updated in 20 October 2023) | [HDX](<https://data.humdata.org/dataset/cod-ab-pse> | [Data Lab](mailto:[email protected])
| 2 | Visible Infrared Imaging Radiometer Suite (VIIRS) Nighttime Lights | Open | Timestamped lat/lon points | Daily | [NASA's Black Marble](http://blackmarble.gsfc.nasa.gov) | [Geospatial Operations Support Team](mailto:[email protected])) or [Data Lab](mailto:[email protected]) |

## Data Products Summary

**Data Products** are produced using the **Foundational Datasets** and can be further used to generate indicators and insights. All Data Products include documentation, references to original data sources (and/or information on how to access them), and a description of their limitations.

Following is a summary of Data Products used in this Data Good:

| ID | Name | Description | Limitations | Foundational Datasets Used (ID#) |
| --- | ---- | ----------- | ----------- | -------------------------------- | |
| A | Observed changes in NightLight Data | Weekly aggregated trends in nightlight connectivity | Changes in nighttime lights could be driven by multiple factors—such as rescue efforts generating lights, to damages and people leaving high-hit areas causing a reduction in nighttime lights | 1,2 |
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