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4 changes: 2 additions & 2 deletions README.html
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<link rel="next" title="Introduction to Data Goods" href="docs/introduction_to_data_goods.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docbuild:last-update" content="Nov 17, 2023"/>
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Expand Down Expand Up @@ -558,7 +558,7 @@ <h2>License<a class="headerlink" href="#license" title="Permalink to this headin

<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
Last updated on Nov 20, 2023.
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2 changes: 1 addition & 1 deletion _sources/notebooks/damage-assessment/README.md
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Expand Up @@ -26,7 +26,7 @@ The team has overlaid radar change detection data with underlying baseline data
## Limitations

```{important}
This analysis has not yet been verified using a different data source. The team is currently working on procuring high resolution imagery to verify whether the buildings identified as damaged have collapsed or experienced impact.
The following damage assessment maps are based on preliminary estimates and have not been verified through field survey or satellite imagery. They do not reflect the final estimations by the [World Bank](https://www.worldbank.org/en/country/westbankandgaza). The project team is currently working on procuring high resolution imagery to verify whether the buildings identified as damaged have collapsed or experienced impact.
```

```{caution}
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28 changes: 22 additions & 6 deletions _sources/notebooks/damage-assessment/damage-assessment.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"```{caution}\n",
"The following damage assessment figures are based on preliminary estimates and have not been verified through field survey or satellite imagery. They do not reflect the final estimations by the [World Bank](https://www.worldbank.org/en/country/westbankandgaza).\n",
"```\n",
"\n",
"```{note}\n",
"The results shown in this analysis only reflect the damages until October 25th 2023. As the team completes further analysis, the notebook will be updated. \n",
"```\n",
"\n",
"## Damage Map\n",
"\n",
"You can now interact with this map by selecting/deselecting different damage layers to visualize where buildings are most impacted in the Gaza Strip. Upon visual inspection, you can see\n",
"You can now interact with this map by selecting/deselecting different damage layers to visualize where buildings are most impacted in the Gaza Strip. Upon visual inspection, you can see:\n",
"\n",
"1. Damages: You can select and deselect the layers to see damages to roads, buildings and points of interest. The damage value ranges between 0 and 1 with 1 indicating higher levels of damage\n",
"2. Conflict: You can select this layer to view areas wit reported events and fatalities"
"1. **Damage:** You can select and deselect the layers to see damages to roads, buildings and points of interest. The damage value ranges between 0 and 1 with 1 indicating higher levels of damage.\n",
"2. **Conflict:** You can select this layer to view areas wit reported events and fatalities."
]
},
{
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"<iframe width=\"100%\" height=\"500px\" src=\"https://studio.foursquare.com/public/26ba3dfb-0770-4cc6-b6fa-2ee2878580fc/embed\" frameborder=\"0\" allowfullscreen></iframe>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```{figure} ../../docs/images/logo.png\n",
"---\n",
"height: 0px\n",
"---\n",
"Damage assessment until October 25th in Gaza utilizing SAR imagery to evaluate the extent of destruction The damage map above is based on preliminary estimates and have not been verified through field survey or satellite imagery. It does not reflect the final estimations by the World Bank. Country borders or names do not necessarily reflect the World Bank Group's official position. This map is for illustrative purposes and does not imply the expression of any opinion on the part of the World Bank, concerning the legal status of any country or territory or concerning the delimitation of frontiers or boundaries.\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
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],
"metadata": {
"kernelspec": {
"display_name": "turkey-rdna",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
"version": "3.11.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
"nbformat_minor": 4
}
4 changes: 2 additions & 2 deletions docs/foundational_datasets_and_data_products.html
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<link rel="prev" title="Introduction to Data Goods" href="introduction_to_data_goods.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docbuild:last-update" content="Nov 17, 2023"/>
<meta name="docbuild:last-update" content="Nov 20, 2023"/>
</head>


Expand Down Expand Up @@ -616,7 +616,7 @@ <h2>Data Products Summary<a class="headerlink" href="#data-products-summary" tit

<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
Last updated on Nov 20, 2023.
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4 changes: 2 additions & 2 deletions docs/introduction_to_data_goods.html
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<link rel="prev" title="Gaza-Israel Conflict Impact Analysis" href="../README.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docbuild:last-update" content="Nov 17, 2023"/>
<meta name="docbuild:last-update" content="Nov 20, 2023"/>
</head>


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<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
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4 changes: 2 additions & 2 deletions docs/team.html
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<link rel="prev" title="Nighttime Lights Trends in Jordan" href="../notebooks/nighttime-lights/nighttime-lights-in-jordan.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
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<meta name="docbuild:last-update" content="Nov 20, 2023"/>
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Expand Down Expand Up @@ -500,7 +500,7 @@ <h1>Data Goods Team and Acknowledgements<a class="headerlink" href="#data-goods-

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<p class="last-updated">
Last updated on Nov 17, 2023.
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4 changes: 2 additions & 2 deletions genindex.html
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<link rel="search" title="Search" href="search.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docbuild:last-update" content="Nov 17, 2023"/>
<meta name="docbuild:last-update" content="Nov 20, 2023"/>
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Expand Down Expand Up @@ -380,7 +380,7 @@ <h1 id="index">Index</h1>

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<p class="last-updated">
Last updated on Nov 17, 2023.
Last updated on Nov 20, 2023.
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4 changes: 2 additions & 2 deletions notebooks/conflict/acled.html
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<link rel="prev" title="Estimating Damage to Buildings and Infrastructure" href="../damage-assessment/README.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
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<meta name="docbuild:last-update" content="Nov 17, 2023"/>
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Expand Down Expand Up @@ -1570,7 +1570,7 @@ <h2>Findings<a class="headerlink" href="#id1" title="Permalink to this heading">

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<p class="last-updated">
Last updated on Nov 17, 2023.
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6 changes: 3 additions & 3 deletions notebooks/damage-assessment/README.html
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<link rel="prev" title="Foundational Datasets and Data Products Summary" href="../../docs/foundational_datasets_and_data_products.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
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Expand Down Expand Up @@ -439,7 +439,7 @@ <h2>Methodology<a class="headerlink" href="#methodology" title="Permalink to thi
<h2>Limitations<a class="headerlink" href="#limitations" title="Permalink to this heading">#</a></h2>
<div class="admonition important">
<p class="admonition-title">Important</p>
<p>This analysis has not yet been verified using a different data source. The team is currently working on procuring high resolution imagery to verify whether the buildings identified as damaged have collapsed or experienced impact.</p>
<p>The following damage assessment maps are based on preliminary estimates and have not been verified through field survey or satellite imagery. They do not reflect the final estimations by the <a class="reference external" href="https://www.worldbank.org/en/country/westbankandgaza">World Bank</a>. The project team is currently working on procuring high resolution imagery to verify whether the buildings identified as damaged have collapsed or experienced impact.</p>
</div>
<div class="admonition caution">
<p class="admonition-title">Caution</p>
Expand Down Expand Up @@ -574,7 +574,7 @@ <h2>References<a class="headerlink" href="#references" title="Permalink to this

<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
Last updated on Nov 20, 2023.
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22 changes: 16 additions & 6 deletions notebooks/damage-assessment/damage-assessment.html
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<link rel="prev" title="Baseline Points of Interest and Conflict in the Gaza Strip" href="../conflict/acled.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
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<meta name="docbuild:last-update" content="Nov 17, 2023"/>
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</head>


Expand Down Expand Up @@ -416,18 +416,28 @@ <h2> Contents </h2>

<section class="tex2jax_ignore mathjax_ignore" id="visualizing-damage-to-buildings-in-the-gaza-strip">
<h1>Visualizing damage to buildings in the Gaza Strip<a class="headerlink" href="#visualizing-damage-to-buildings-in-the-gaza-strip" title="Permalink to this heading">#</a></h1>
<div class="admonition caution">
<p class="admonition-title">Caution</p>
<p>The following damage assessment figures are based on preliminary estimates and have not been verified through field survey or satellite imagery. They do not reflect the final estimations by the <a class="reference external" href="https://www.worldbank.org/en/country/westbankandgaza">World Bank</a>.</p>
</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>The results shown in this analysis only reflect the damages until October 25th 2023. As the team completes further analysis, the notebook will be updated.</p>
</div>
<section id="damage-map">
<h2>Damage Map<a class="headerlink" href="#damage-map" title="Permalink to this heading">#</a></h2>
<p>You can now interact with this map by selecting/deselecting different damage layers to visualize where buildings are most impacted in the Gaza Strip. Upon visual inspection, you can see</p>
<p>You can now interact with this map by selecting/deselecting different damage layers to visualize where buildings are most impacted in the Gaza Strip. Upon visual inspection, you can see:</p>
<ol class="arabic simple">
<li><p>Damages: You can select and deselect the layers to see damages to roads, buildings and points of interest. The damage value ranges between 0 and 1 with 1 indicating higher levels of damage</p></li>
<li><p>Conflict: You can select this layer to view areas wit reported events and fatalities</p></li>
<li><p><strong>Damage:</strong> You can select and deselect the layers to see damages to roads, buildings and points of interest. The damage value ranges between 0 and 1 with 1 indicating higher levels of damage.</p></li>
<li><p><strong>Conflict:</strong> You can select this layer to view areas wit reported events and fatalities.</p></li>
</ol>
<iframe width="100%" height="500px" src="https://studio.foursquare.com/public/26ba3dfb-0770-4cc6-b6fa-2ee2878580fc/embed" frameborder="0" allowfullscreen></iframe></section>
<iframe width="100%" height="500px" src="https://studio.foursquare.com/public/26ba3dfb-0770-4cc6-b6fa-2ee2878580fc/embed" frameborder="0" allowfullscreen></iframe><figure class="align-default" id="id1">
<a class="reference internal image-reference" href="../../_images/logo.png"><img alt="../../_images/logo.png" src="../../_images/logo.png" style="height: 0px;" /></a>
<figcaption>
<p><span class="caption-number">Fig. 1 </span><span class="caption-text">Damage assessment until October 25th in Gaza utilizing SAR imagery to evaluate the extent of destruction The damage map above is based on preliminary estimates and have not been verified through field survey or satellite imagery. It does not reflect the final estimations by the World Bank. Country borders or names do not necessarily reflect the World Bank Group’s official position. This map is for illustrative purposes and does not imply the expression of any opinion on the part of the World Bank, concerning the legal status of any country or territory or concerning the delimitation of frontiers or boundaries.</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
</figcaption>
</figure>
</section>
<section id="summary-statistics">
<h2>Summary Statistics<a class="headerlink" href="#summary-statistics" title="Permalink to this heading">#</a></h2>
<div class="cell tag_hide-input docutils container">
Expand Down Expand Up @@ -958,7 +968,7 @@ <h2>Summary Statistics<a class="headerlink" href="#summary-statistics" title="Pe

<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
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4 changes: 2 additions & 2 deletions notebooks/nighttime-lights/README.html
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<link rel="prev" title="Visualizing damage to buildings in the Gaza Strip" href="../damage-assessment/damage-assessment.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docbuild:last-update" content="Nov 17, 2023"/>
<meta name="docbuild:last-update" content="Nov 20, 2023"/>
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Expand Down Expand Up @@ -545,7 +545,7 @@ <h2>References<a class="headerlink" href="#references" title="Permalink to this

<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
Last updated on Nov 20, 2023.
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12 changes: 6 additions & 6 deletions notebooks/nighttime-lights/nighttime-lights-in-jordan.html
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<link rel="prev" title="Nighttime Lights Trends in Gaza" href="nighttime-lights.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docbuild:last-update" content="Nov 17, 2023"/>
<meta name="docbuild:last-update" content="Nov 20, 2023"/>
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Expand Down Expand Up @@ -1629,7 +1629,7 @@ <h3>Aggregation<a class="headerlink" href="#aggregation" title="Permalink to thi
<figure class="align-default" id="id1">
<a class="reference internal image-reference" href="../../_images/logo.png"><img alt="../../_images/logo.png" src="../../_images/logo.png" style="height: 0px;" /></a>
<figcaption>
<p><span class="caption-number">Fig. 5 </span><span class="caption-text">Weekly average zonal statistics (i.e., <code class="docutils literal notranslate"><span class="pre">mean</span></code>) for each second-level administrative division derived from NASA Black Marble.</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
<p><span class="caption-number">Fig. 6 </span><span class="caption-text">Weekly average zonal statistics (i.e., <code class="docutils literal notranslate"><span class="pre">mean</span></code>) for each second-level administrative division derived from NASA Black Marble.</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
</figcaption>
</figure>
</section>
Expand Down Expand Up @@ -2405,7 +2405,7 @@ <h4>Baseline Comparison<a class="headerlink" href="#baseline-comparison" title="
<figure class="align-default" id="id2">
<a class="reference internal image-reference" href="../../_images/logo.png"><img alt="../../_images/logo.png" src="../../_images/logo.png" style="height: 0px;" /></a>
<figcaption>
<p><span class="caption-number">Fig. 6 </span><span class="caption-text">Percent change compared to a 2022 baseline. Values in red indicate a negative percent change.</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
<p><span class="caption-number">Fig. 7 </span><span class="caption-text">Percent change compared to a 2022 baseline. Values in red indicate a negative percent change.</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
</figcaption>
</figure>
<div class="cell tag_hide-input docutils container">
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<figure class="align-default" id="id3">
<a class="reference internal image-reference" href="../../_images/logo.png"><img alt="../../_images/logo.png" src="../../_images/logo.png" style="height: 0px;" /></a>
<figcaption>
<p><span class="caption-number">Fig. 7 </span><span class="caption-text">Percent change in average Nighttime Lights (NTL) radiance over time compared to a 2022 baseline average, with a dashed line indicating October 7th.</span><a class="headerlink" href="#id3" title="Permalink to this image">#</a></p>
<p><span class="caption-number">Fig. 8 </span><span class="caption-text">Percent change in average Nighttime Lights (NTL) radiance over time compared to a 2022 baseline average, with a dashed line indicating October 7th.</span><a class="headerlink" href="#id3" title="Permalink to this image">#</a></p>
</figcaption>
</figure>
</section>
Expand Down Expand Up @@ -2633,7 +2633,7 @@ <h4>Week over Week Comparison<a class="headerlink" href="#week-over-week-compari
<figure class="align-default" id="id4">
<a class="reference internal image-reference" href="../../_images/logo.png"><img alt="../../_images/logo.png" src="../../_images/logo.png" style="height: 0px;" /></a>
<figcaption>
<p><span class="caption-number">Fig. 8 </span><span class="caption-text">Percent change in average Nighttime Lights (NTL) radiance week over week, with a dashed line indicating October 7th.</span><a class="headerlink" href="#id4" title="Permalink to this image">#</a></p>
<p><span class="caption-number">Fig. 9 </span><span class="caption-text">Percent change in average Nighttime Lights (NTL) radiance week over week, with a dashed line indicating October 7th.</span><a class="headerlink" href="#id4" title="Permalink to this image">#</a></p>
</figcaption>
</figure>
</section>
Expand Down Expand Up @@ -2764,7 +2764,7 @@ <h2>Limitations<a class="headerlink" href="#limitations" title="Permalink to thi

<div class="footer-item">
<p class="last-updated">
Last updated on Nov 17, 2023.
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