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SahitiSarva committed Nov 14, 2023
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4 changes: 2 additions & 2 deletions README.html
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<li class="toctree-l2"><a class="reference internal" href="notebooks/nighttime-lights/nighttime-lights-in-jordan.html">Nighttime Lights Trends in Jordan</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/conflict/acled.html">Conflict in the Gaza Strip</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/conflict/acled.html">Conflict and Damage to Points of Interest in the Gaza Strip</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
<ul class="nav bd-sidenav">
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/nighttime-lights/README.html">Nighttime Lights Trends</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/conflict/acled.html">Conflict in the Gaza Strip</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/conflict/acled.html">Conflict and Damage to Points of Interest in the Gaza Strip</a></li>
</ul>
</div>
<div class="toctree-wrapper compound">
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24 changes: 15 additions & 9 deletions _sources/docs/foundational_datasets_and_data_products.md
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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:datalab@worldbank.org) |
| 2 | NASA's Black Marble Nighttime Lights | Open | Visible Infrared Imaging Radiometer Suite (VIIRS) Nighttime Lights | Daily | [NASA's Black Marble](http://blackmarble.gsfc.nasa.gov) | [Geospatial Operations Support Team](mailto:gost@worldbank.org) or [Data Lab](mailto:datalab@worldbank.org) |
| 3 | ACLED | Accessible to WB Staff using an API key | Crowdsourced Conflict Event Database | Daily | [ACLED Data Export Tool](https://acleddata.com/data-export-tool/) | [Data Lab](mailto:datalab@worldbank.org) |
| 4 | WorldPop | Open | Population Density Estimates data | 2020 | [WorldPop](https://hub.worldpop.org/geodata/summary?id=46388) | [Data Lab](mailto:datalab@worldbank.org) |
All the datasets and data product images are placed in a [SharePoint folder]([Continue](https://worldbankgroup.sharepoint.com.mcas.ms/teams/DevelopmentDataPartnershipCommunity-WBGroup/Shared%20Documents/Forms/AllItems.aspx?csf=1&web=1&e=Yvwh8r&cid=fccdf23e%2D94d5%2D48bf%2Db75d%2D0af291138bde&FolderCTID=0x012000CFAB9FF0F938A64EBB297E7E16BDFCFD&id=%2Fteams%2FDevelopmentDataPartnershipCommunity%2DWBGroup%2FShared%20Documents%2FProjects%2FData%20Lab%2FGaza%20Israel%20Conflict%20Impact%20Analysis&viewid=80cdadb3%2D8bb3%2D47ae%2D8b18%2Dc1dd89c373c5)) and access is given to the teams.

| 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:datalab@worldbank.org) |
| 2 | NASA's Black Marble Nighttime Lights | Open | Visible Infrared Imaging Radiometer Suite (VIIRS) Nighttime Lights | Daily | [NASA's Black Marble](http://blackmarble.gsfc.nasa.gov) | [Geospatial Operations Support Team](mailto:gost@worldbank.org) or [Data Lab](mailto:datalab@worldbank.org) |
| 3 | ACLED | Accessible to WB Staff using an API key | Crowdsourced Conflict Event Database | Daily | [ACLED Data Export Tool](https://acleddata.com/data-export-tool/) | [Data Lab](mailto:datalab@worldbank.org) |
| 4 | WorldPop | Open | Population Density Estimates data | 2020 | [WorldPop](https://hub.worldpop.org/geodata/summary?id=46388) | [Data Lab](mailto:datalab@worldbank.org) |
| 5 | OpenStreetMaps | Open | Points of Interest | N/A | [HdX](https://data.humdata.org/search?q=palestine&ext_search_source=main-nav) | [Data Lab](mailto:datalab@worldbank.org) |
| 6 | Microsoft Building Footprints | Open | Building Footprints | N/A | [GitHub](https://github.com/microsoft/GlobalMLBuildingFootprints) | [Data Lab](mailto:datalab@worldbank.org) |

## 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 nighttime luminosity | 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 |
| ID | Name | Description | Limitations | Foundational Datasets Used (ID#) |
| --- | ------------------------------------------ | ------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------- |
| A | Observed changes in NightLight Data | Weekly aggregated trends in nighttime luminosity | 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 |
| B | Observed Impact of Conflict Events on PoIs | Daily activity of conflict events overlayed with Points of Interest | The Points of Interest are obtained from OSM, which is crowdsourced and does not have a fixed refresh schedule. | 1,3,5 |
| C | Damage Assessment | Assessment of damage to buildings calculated from satellite imagery | | |
13 changes: 7 additions & 6 deletions _sources/docs/team.md
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The Data Lab would like to express our sincere gratutude and appreciation for the colleagues who worked together to prepare this Data Goods package:

| **Name** | **Role** | **Team** |
| ---------------------------------------------------------- | ----------------------------------------------------------------------------------------- | ------------------ |
| [Holly Krambeck](mailto:hkrambeck@worldbank.org) | Project Lead | WB Data Lab, DECDG g | DIME |
| [Gabriel Stefanini Vicente](mailto:gvicente@worldbank.org) | Data Scientist | WB Data Lab, DECDG |
| [Sahiti Sarva](mailto:ssarva@worldbank.org) | Data Scientist | WB Data Lab, DECDG |
| **Name** | **Role** | **Team** |
| ----------------------------------------------------------------- | -------------- | ------------------ |
| [Holly Krambeck](mailto:hkrambeck@worldbank.org) | Project Lead | WB Data Lab, DECDG |
| [Jose Manuel Delgado Blasco](mailto:jdelgadoblasco@worldbank.org) | Data Scientist | DECSC |
| [Gabriel Stefanini Vicente](mailto:gvicente@worldbank.org) | Data Scientist | WB Data Lab, DECDG |
| [Sahiti Sarva](mailto:ssarva@worldbank.org) | Data Scientist | WB Data Lab, DECDG |

The Data Lab would also like to express our appreciation for Han Anand Beck, Lead Country Economist for Turkiye, who has entrusted our team with using alternative data sources to understand a rapidly changing, complex problem.
The Data Lab would also like to express our appreciation for Gianluca Mele, Lead Country Economist for Palestine, and Luan Zhao, Senior Economist, who have entrusted our team with using alternative data sources to understand a rapidly changing, complex problem.
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