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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="Oct 31, 2023"/>
+    <meta name="docbuild:last-update" content="Nov 13, 2023"/>
   </head>
 
 
@@ -171,7 +171,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/nighttime-lights/README.html">Nighttime Lights Trends</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends in Gaza</a></li>
+<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>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
@@ -433,7 +437,7 @@ <h2>Contents<a class="headerlink" href="#contents" title="Permalink to this head
 <div class="toctree-wrapper compound">
 <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/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<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>
 </ul>
 </div>
@@ -545,7 +549,7 @@ <h2>License<a class="headerlink" href="#license" title="Permalink to this headin
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Oct 31, 2023.
+  Last updated on Nov 13, 2023.
   <br/>
 </p>
   </div>

_sources/notebooks/nighttime-lights/README.md

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+# Nighttime Lights Trends
+
+Analyzing conflict dynamics through the lens of [NASA's Black Marble Nighttime Lights](https://blackmarble.gsfc.nasa.gov) dataset opens a unique window into the often-hidden facets of global unrest. In a world marked by diverse forms of conflict, from armed confrontations to civil unrest, the dataset offers an unconventional yet powerful tool for understanding the ripple effects of these conflicts on human settlements and infrastructure. By tracking nighttime light variations and disruptions, we can unearth vital insights into population displacement, economic destabilization, and the societal impacts of conflict. This analysis explores the potential of the Black Marble Nighttime Lights dataset to not only detect areas affected by conflict but also to quantify the extent of its influence on human lives and livelihoods, providing a valuable perspective on the multifaceted consequences of conflict worldwide.
+
+(nighttime-lights-limitations)=
+## Limitations
+
+Using nighttime lights to estimate macroeconomic indicators during conflict may be a valuable approach, but it comes with several assumptions and limitations. Here's a list of some of the key assumptions and limitations:
+
+```{caution}
+**Assumptions:**
+
+- **Luminosity Reflects Economic Activity:** The approach assumes that the level of nighttime lights is a reliable proxy for economic activity. It presupposes that areas with brighter lights correspond to higher economic productivity.
+
+- **Baseline Data Availability:** It assumes the availability of baseline nighttime lights data before the onset of the conflict. The accuracy of the estimates depends on the quality and relevance of this baseline data.
+
+- **Spatial Distribution:** The method assumes that nighttime lights are evenly distributed within a given geographic area and that changes in luminosity accurately reflect changes in economic activity across all locations.
+
+
+**Limitations:**
+
+- **Confounding Factors and Data Interpretation:** The approach may require subjective interpretation, as it may not distinguish between reduced lighting due to conflict and reduced lighting due to other factors. Changes in nighttime lights can be influenced by factors other than economic activity, such as energy conservation measures, urban development, or seasonal variations.
+
+- **Generalization:** The approach might lead to overgeneralization, as a reduction in nighttime lights can be associated with various economic outcomes, from minor disruptions to severe economic downturns.
+
+- **Alternative Explanations:** Changes in nighttime lights can result from factors other than conflict, such as urban development, changes in economic activities, or natural disasters. Therefore, it may not always be clear whether a decline in nighttime lights is solely due to conflict.
+
+- **Geopolitical Factors:** The dataset may be subject to geopolitical biases, with some areas having less comprehensive coverage due to political reasons.
+
+- **Data Lag:** There can be a significant time lag between the occurrence of a conflict event and its reflection in the nighttime lights dataset. This lag may limit the dataset's utility for real-time conflict monitoring.
+
+- **Resolution and Urban Bias:** The dataset's spatial resolution may not be fine enough to capture small villages or isolated conflict events. It may also have an urban bias, making it less suitable for analyzing rural or remote conflicts.
+```
+
+To address these assumptions and limitations, it is crucial to complement nighttime lights data analysis with other sources of information and adopt a cautious and context-aware approach when interpreting the findings.
+
+## References
+
+{cite:empty}`ROMAN2018113`
+
+```{bibliography}
+:filter: docname in docnames
+:style: plain
+```
+
+

docs/foundational_datasets_and_data_products.html

@@ -67,11 +67,11 @@
     <link rel="canonical" href="https://worldbank.github.io/https://github.com/datapartnership/gaza-israel-conflict-impact-analysis/docs/foundational_datasets_and_data_products.html" />
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Nighttime Lights Trends" href="../notebooks/nighttime-lights/nighttime-lights.html" />
+    <link rel="next" title="Nighttime Lights Trends" href="../notebooks/nighttime-lights/README.html" />
     <link rel="prev" title="Introduction to Data Goods" href="introduction_to_data_goods.html" />
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-    <meta name="docbuild:last-update" content="Oct 31, 2023"/>
+    <meta name="docbuild:last-update" content="Nov 13, 2023"/>
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@@ -172,7 +172,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/nighttime-lights/README.html">Nighttime Lights Trends</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends in Gaza</a></li>
+<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>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
@@ -524,7 +528,7 @@ <h2>Data Products Summary<a class="headerlink" href="#data-products-summary" tit
       </div>
     </a>
     <a class="right-next"
-       href="../notebooks/nighttime-lights/nighttime-lights.html"
+       href="../notebooks/nighttime-lights/README.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
@@ -574,7 +578,7 @@ <h2>Data Products Summary<a class="headerlink" href="#data-products-summary" tit
 
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+  Last updated on Nov 13, 2023.
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docs/introduction_to_data_goods.html

@@ -71,7 +71,7 @@
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+    <meta name="docbuild:last-update" content="Nov 13, 2023"/>
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@@ -172,7 +172,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/nighttime-lights/README.html">Nighttime Lights Trends</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends in Gaza</a></li>
+<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>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
@@ -516,7 +520,7 @@ <h2>How Data Goods are Managed<a class="headerlink" href="#how-data-goods-are-ma
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Oct 31, 2023.
+  Last updated on Nov 13, 2023.
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docs/team.html

@@ -70,7 +70,7 @@
     <link rel="prev" title="Conflict in the Gaza Strip" href="../notebooks/conflict/acled.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Oct 31, 2023"/>
+    <meta name="docbuild:last-update" content="Nov 13, 2023"/>
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@@ -171,7 +171,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/nighttime-lights/README.html">Nighttime Lights Trends</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends in Gaza</a></li>
+<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>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
@@ -483,7 +487,7 @@ <h1>Data Goods Team and Acknowledgements<a class="headerlink" href="#data-goods-
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Oct 31, 2023.
+  Last updated on Nov 13, 2023.
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genindex.html

@@ -68,7 +68,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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+    <meta name="docbuild:last-update" content="Nov 13, 2023"/>
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@@ -169,7 +169,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/nighttime-lights/README.html">Nighttime Lights Trends</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/nighttime-lights/nighttime-lights.html">Nighttime Lights Trends in Gaza</a></li>
+<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>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
@@ -367,7 +371,7 @@ <h1 id="index">Index</h1>
 
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     <p class="last-updated">
-  Last updated on Oct 31, 2023.
+  Last updated on Nov 13, 2023.
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notebooks/conflict/acled.html

@@ -68,10 +68,10 @@
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     <link rel="next" title="Data Goods Team and Acknowledgements" href="../../docs/team.html" />
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+    <link rel="prev" title="Nighttime Lights Trends in Jordan" href="../nighttime-lights/nighttime-lights-in-jordan.html" />
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   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Oct 31, 2023"/>
+    <meta name="docbuild:last-update" content="Nov 13, 2023"/>
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@@ -172,7 +172,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Products</span></p>
 <ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../nighttime-lights/nighttime-lights.html">Nighttime Lights Trends</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../nighttime-lights/README.html">Nighttime Lights Trends</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../nighttime-lights/nighttime-lights.html">Nighttime Lights Trends in Gaza</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../nighttime-lights/nighttime-lights-in-jordan.html">Nighttime Lights Trends in Jordan</a></li>
+</ul>
+</li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Conflict in the Gaza Strip</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
@@ -1322,12 +1326,12 @@ <h2>Limitations<a class="headerlink" href="#limitations" title="Permalink to thi
                   <!-- Previous / next buttons -->
 <div class="prev-next-area">
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@@ -1382,7 +1386,7 @@ <h2>Limitations<a class="headerlink" href="#limitations" title="Permalink to thi
 
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